<?xml version="1.0" encoding="UTF-8"?>

<!--XBRL Document Created with Wdesk from Workiva-->
<!--Copyright 2022 Workiva-->
<!--r:88ab0578-3f5a-42ad-96bc-5c6ae033494d,g:e2b6a4f3-a1e9-439e-8884-0449f28a0fad-->
<link:linkbase xmlns:link="http://www.xbrl.org/2003/linkbase" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.xbrl.org/2003/linkbase http://www.xbrl.org/2003/xbrl-linkbase-2003-12-31.xsd">
  <link:roleRef roleURI="http://www.bloominbrands.com/role/CONSOLIDATEDBALANCESHEETS" xlink:type="simple" xlink:href="blmn-20220327.xsd#CONSOLIDATEDBALANCESHEETS"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/CONSOLIDATEDBALANCESHEETS" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_409838fa-e8e2-4ae5-aa26-c740d3fa5eb0" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquity_7aa36d68-6a87-4a12-80f2-c5ad6d3632bc" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_StockholdersEquity"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_409838fa-e8e2-4ae5-aa26-c740d3fa5eb0" xlink:to="loc_us-gaap_StockholdersEquity_7aa36d68-6a87-4a12-80f2-c5ad6d3632bc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_MinorityInterest_2cc12c70-8f7f-497b-a63d-f49d7ff7a5e6" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_MinorityInterest"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_409838fa-e8e2-4ae5-aa26-c740d3fa5eb0" xlink:to="loc_us-gaap_MinorityInterest_2cc12c70-8f7f-497b-a63d-f49d7ff7a5e6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsCurrent_79b6cc33-3e5b-44a7-b900-8c0bccb81e2b" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AssetsCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_95bd39c9-6d48-47ce-b047-628982f489e8" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_CashAndCashEquivalentsAtCarryingValue"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_79b6cc33-3e5b-44a7-b900-8c0bccb81e2b" xlink:to="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_95bd39c9-6d48-47ce-b047-628982f489e8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_3271567b-7033-4029-9920-b8bda5b5e0ed" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_79b6cc33-3e5b-44a7-b900-8c0bccb81e2b" xlink:to="loc_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_3271567b-7033-4029-9920-b8bda5b5e0ed" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InventoryNet_5e9be02f-461b-48b0-9535-d714a39fdb21" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_InventoryNet"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_79b6cc33-3e5b-44a7-b900-8c0bccb81e2b" xlink:to="loc_us-gaap_InventoryNet_5e9be02f-461b-48b0-9535-d714a39fdb21" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAssetsCurrent_85f94765-8c89-44e1-bde3-e8b387b465f9" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherAssetsCurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_79b6cc33-3e5b-44a7-b900-8c0bccb81e2b" xlink:to="loc_us-gaap_OtherAssetsCurrent_85f94765-8c89-44e1-bde3-e8b387b465f9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquity_53460042-b4d6-4557-8de6-ccb8c863bd45" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_StockholdersEquity"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PreferredStockValue_a8954c94-f583-4e92-a648-fce5a9a0d972" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_PreferredStockValue"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_53460042-b4d6-4557-8de6-ccb8c863bd45" xlink:to="loc_us-gaap_PreferredStockValue_a8954c94-f583-4e92-a648-fce5a9a0d972" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CommonStockValue_eeb5f236-cd5d-4511-8417-57c57e8c1a86" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_CommonStockValue"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_53460042-b4d6-4557-8de6-ccb8c863bd45" xlink:to="loc_us-gaap_CommonStockValue_eeb5f236-cd5d-4511-8417-57c57e8c1a86" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AdditionalPaidInCapitalCommonStock_0f837000-40b9-41d8-b553-be82820a41a3" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AdditionalPaidInCapitalCommonStock"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_53460042-b4d6-4557-8de6-ccb8c863bd45" xlink:to="loc_us-gaap_AdditionalPaidInCapitalCommonStock_0f837000-40b9-41d8-b553-be82820a41a3" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RetainedEarningsAccumulatedDeficit_4b576569-c2fc-422b-8b90-80bbb44b4d1d" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_RetainedEarningsAccumulatedDeficit"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_53460042-b4d6-4557-8de6-ccb8c863bd45" xlink:to="loc_us-gaap_RetainedEarningsAccumulatedDeficit_4b576569-c2fc-422b-8b90-80bbb44b4d1d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax_10b4eb2c-4087-4a3c-a39c-800c7d4a11fb" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_53460042-b4d6-4557-8de6-ccb8c863bd45" xlink:to="loc_us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax_10b4eb2c-4087-4a3c-a39c-800c7d4a11fb" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Liabilities_23f2ef0e-8caa-47f1-8019-c4328c00bdd8" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_Liabilities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesCurrent_ec59c7f6-8885-4cb6-a448-af899bf081df" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LiabilitiesCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_23f2ef0e-8caa-47f1-8019-c4328c00bdd8" xlink:to="loc_us-gaap_LiabilitiesCurrent_ec59c7f6-8885-4cb6-a448-af899bf081df" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_f88ca1e8-af70-4f61-a25e-e8729d8c8529" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OperatingLeaseLiabilityNoncurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_23f2ef0e-8caa-47f1-8019-c4328c00bdd8" xlink:to="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_f88ca1e8-af70-4f61-a25e-e8729d8c8529" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebt_5deb302d-69e1-4ca2-87a7-8c85af47f890" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LongTermDebt"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_23f2ef0e-8caa-47f1-8019-c4328c00bdd8" xlink:to="loc_us-gaap_LongTermDebt_5deb302d-69e1-4ca2-87a7-8c85af47f890" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherLiabilitiesNoncurrent_76109182-7e31-4d40-b2c7-b9e18061e2b0" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherLiabilitiesNoncurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_23f2ef0e-8caa-47f1-8019-c4328c00bdd8" xlink:to="loc_us-gaap_OtherLiabilitiesNoncurrent_76109182-7e31-4d40-b2c7-b9e18061e2b0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesCurrent_510d8430-7dbb-4f32-8db4-2c12d568410d" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LiabilitiesCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccountsPayableCurrent_a8d290b6-dd6f-4dee-b318-30d81480a332" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AccountsPayableCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_510d8430-7dbb-4f32-8db4-2c12d568410d" xlink:to="loc_us-gaap_AccountsPayableCurrent_a8d290b6-dd6f-4dee-b318-30d81480a332" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_AccruedandOtherLiabilitiesCurrent_4c7e7368-4c05-4426-b061-8021b66d7ebb" xlink:href="blmn-20220327.xsd#blmn_AccruedandOtherLiabilitiesCurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_510d8430-7dbb-4f32-8db4-2c12d568410d" xlink:to="loc_blmn_AccruedandOtherLiabilitiesCurrent_4c7e7368-4c05-4426-b061-8021b66d7ebb" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ContractWithCustomerLiabilityCurrent_76bb82b4-1ea6-4282-9dd1-e6f4bfcf890d" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ContractWithCustomerLiabilityCurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_510d8430-7dbb-4f32-8db4-2c12d568410d" xlink:to="loc_us-gaap_ContractWithCustomerLiabilityCurrent_76bb82b4-1ea6-4282-9dd1-e6f4bfcf890d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtCurrent_3d466c6f-a7eb-42c9-8901-bc90cca28472" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LongTermDebtCurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_510d8430-7dbb-4f32-8db4-2c12d568410d" xlink:to="loc_us-gaap_LongTermDebtCurrent_3d466c6f-a7eb-42c9-8901-bc90cca28472" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Assets_a2ee0691-957f-422c-a2cf-b131254b8a14" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_Assets"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsCurrent_621f0529-7054-4ed8-9c30-e10398dc2ae4" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AssetsCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_a2ee0691-957f-422c-a2cf-b131254b8a14" xlink:to="loc_us-gaap_AssetsCurrent_621f0529-7054-4ed8-9c30-e10398dc2ae4" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PropertyPlantAndEquipmentAndFinanceLeaseRightOfUseAssetAfterAccumulatedDepreciationAndAmortization_35ddadc8-92a1-40de-8261-7311f29f19f4" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_PropertyPlantAndEquipmentAndFinanceLeaseRightOfUseAssetAfterAccumulatedDepreciationAndAmortization"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_a2ee0691-957f-422c-a2cf-b131254b8a14" xlink:to="loc_us-gaap_PropertyPlantAndEquipmentAndFinanceLeaseRightOfUseAssetAfterAccumulatedDepreciationAndAmortization_35ddadc8-92a1-40de-8261-7311f29f19f4" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseRightOfUseAsset_7b4e664a-dfd9-4593-bba8-5945041e2cb9" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OperatingLeaseRightOfUseAsset"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_a2ee0691-957f-422c-a2cf-b131254b8a14" xlink:to="loc_us-gaap_OperatingLeaseRightOfUseAsset_7b4e664a-dfd9-4593-bba8-5945041e2cb9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Goodwill_3064e9f8-3bcf-4633-9f39-e7e7f92e1833" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_Goodwill"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_a2ee0691-957f-422c-a2cf-b131254b8a14" xlink:to="loc_us-gaap_Goodwill_3064e9f8-3bcf-4633-9f39-e7e7f92e1833" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IntangibleAssetsNetExcludingGoodwill_4a3922fa-88ab-4a1b-909b-ad04e4be015b" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_IntangibleAssetsNetExcludingGoodwill"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_a2ee0691-957f-422c-a2cf-b131254b8a14" xlink:to="loc_us-gaap_IntangibleAssetsNetExcludingGoodwill_4a3922fa-88ab-4a1b-909b-ad04e4be015b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxAssetsNet_74d2e328-9dc4-4ac2-b7fd-301ed1ad0ec3" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_DeferredIncomeTaxAssetsNet"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_a2ee0691-957f-422c-a2cf-b131254b8a14" xlink:to="loc_us-gaap_DeferredIncomeTaxAssetsNet_74d2e328-9dc4-4ac2-b7fd-301ed1ad0ec3" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAssetsNoncurrent_f68669f0-ed62-489a-b858-b06d96d66e11" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherAssetsNoncurrent"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_a2ee0691-957f-422c-a2cf-b131254b8a14" xlink:to="loc_us-gaap_OtherAssetsNoncurrent_f68669f0-ed62-489a-b858-b06d96d66e11" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesAndStockholdersEquity_7b2c04e6-1e3a-4563-b045-4877eb116bc2" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LiabilitiesAndStockholdersEquity"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Liabilities_2deb5feb-2991-4739-8f69-efaa41143550" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_Liabilities"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesAndStockholdersEquity_7b2c04e6-1e3a-4563-b045-4877eb116bc2" xlink:to="loc_us-gaap_Liabilities_2deb5feb-2991-4739-8f69-efaa41143550" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CommitmentsAndContingencies_fed4e3a9-a739-489c-bc0e-1841cceecf08" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_CommitmentsAndContingencies"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesAndStockholdersEquity_7b2c04e6-1e3a-4563-b045-4877eb116bc2" xlink:to="loc_us-gaap_CommitmentsAndContingencies_fed4e3a9-a739-489c-bc0e-1841cceecf08" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_bbbeefc2-45b8-4ba2-ae95-457fa2fd3994" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesAndStockholdersEquity_7b2c04e6-1e3a-4563-b045-4877eb116bc2" xlink:to="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_bbbeefc2-45b8-4ba2-ae95-457fa2fd3994" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/CONSOLIDATEDSTATEMENTSOFOPERATIONSANDCOMPREHENSIVEINCOME" xlink:type="simple" xlink:href="blmn-20220327.xsd#CONSOLIDATEDSTATEMENTSOFOPERATIONSANDCOMPREHENSIVEINCOME"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/CONSOLIDATEDSTATEMENTSOFOPERATIONSANDCOMPREHENSIVEINCOME" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTax_e19521ff-04d8-4d95-994b-550e5f4b959a" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ComprehensiveIncomeNetOfTax"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_ccc859e0-99c7-4fda-b8c4-1d31a0ec7676" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTax_e19521ff-04d8-4d95-994b-550e5f4b959a" xlink:to="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_ccc859e0-99c7-4fda-b8c4-1d31a0ec7676" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest_205a5138-b8b3-4f6d-8ee1-a50f5efa4a4d" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTax_e19521ff-04d8-4d95-994b-550e5f4b959a" xlink:to="loc_us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest_205a5138-b8b3-4f6d-8ee1-a50f5efa4a4d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5ba2b72c-9e49-414e-bf06-e5c6ed1053fa" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingIncomeLoss_7533ecd8-02f3-4ed0-b679-e789fa566d43" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OperatingIncomeLoss"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5ba2b72c-9e49-414e-bf06-e5c6ed1053fa" xlink:to="loc_us-gaap_OperatingIncomeLoss_7533ecd8-02f3-4ed0-b679-e789fa566d43" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherNonoperatingIncomeExpense_4a443328-773c-4d57-8391-e15fd951adca" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherNonoperatingIncomeExpense"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5ba2b72c-9e49-414e-bf06-e5c6ed1053fa" xlink:to="loc_us-gaap_OtherNonoperatingIncomeExpense_4a443328-773c-4d57-8391-e15fd951adca" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InterestIncomeExpenseNonoperatingNet_e9f7121d-2bad-4e5f-9f96-d19189e1edbe" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_InterestIncomeExpenseNonoperatingNet"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5ba2b72c-9e49-414e-bf06-e5c6ed1053fa" xlink:to="loc_us-gaap_InterestIncomeExpenseNonoperatingNet_e9f7121d-2bad-4e5f-9f96-d19189e1edbe" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_e1c27d07-5206-4c3c-9714-4bdb44a196bf" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ProfitLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_210e58df-3bce-415d-89c5-175f1800cd4a" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ProfitLoss_e1c27d07-5206-4c3c-9714-4bdb44a196bf" xlink:to="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_210e58df-3bce-415d-89c5-175f1800cd4a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxExpenseBenefit_4aa2b5ab-f14d-4275-b89c-fc0fff7b8b1b" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_IncomeTaxExpenseBenefit"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ProfitLoss_e1c27d07-5206-4c3c-9714-4bdb44a196bf" xlink:to="loc_us-gaap_IncomeTaxExpenseBenefit_4aa2b5ab-f14d-4275-b89c-fc0fff7b8b1b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingIncomeLoss_ec8277a4-2bf7-4652-aba7-61c02e2de298" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OperatingIncomeLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax_ae116c80-219c-4be9-a197-651cff34c35b" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingIncomeLoss_ec8277a4-2bf7-4652-aba7-61c02e2de298" xlink:to="loc_us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax_ae116c80-219c-4be9-a197-651cff34c35b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CostsAndExpenses_a42a7f34-85fa-4b4e-a716-b1eff1d0e4d2" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_CostsAndExpenses"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingIncomeLoss_ec8277a4-2bf7-4652-aba7-61c02e2de298" xlink:to="loc_us-gaap_CostsAndExpenses_a42a7f34-85fa-4b4e-a716-b1eff1d0e4d2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CostsAndExpenses_d3188650-6e44-4080-9a74-b13998e7d92f" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_CostsAndExpenses"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CostOfGoodsAndServicesSold_33f93cef-e107-4975-aade-e73a28fc14fc" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_CostOfGoodsAndServicesSold"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CostsAndExpenses_d3188650-6e44-4080-9a74-b13998e7d92f" xlink:to="loc_us-gaap_CostOfGoodsAndServicesSold_33f93cef-e107-4975-aade-e73a28fc14fc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LaborAndRelatedExpense_ffb12ee3-7531-4da7-aa95-7e9dc5349f13" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LaborAndRelatedExpense"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CostsAndExpenses_d3188650-6e44-4080-9a74-b13998e7d92f" xlink:to="loc_us-gaap_LaborAndRelatedExpense_ffb12ee3-7531-4da7-aa95-7e9dc5349f13" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherCostAndExpenseOperating_5f8edbf3-b6ac-4982-be11-1beb3e9157b7" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherCostAndExpenseOperating"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CostsAndExpenses_d3188650-6e44-4080-9a74-b13998e7d92f" xlink:to="loc_us-gaap_OtherCostAndExpenseOperating_5f8edbf3-b6ac-4982-be11-1beb3e9157b7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DepreciationDepletionAndAmortization_46dfcd9b-543d-4f02-80d4-9c58aec79edd" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_DepreciationDepletionAndAmortization"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CostsAndExpenses_d3188650-6e44-4080-9a74-b13998e7d92f" xlink:to="loc_us-gaap_DepreciationDepletionAndAmortization_46dfcd9b-543d-4f02-80d4-9c58aec79edd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GeneralAndAdministrativeExpense_da1f0d05-57db-4801-8e64-f979020c79f8" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_GeneralAndAdministrativeExpense"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CostsAndExpenses_d3188650-6e44-4080-9a74-b13998e7d92f" xlink:to="loc_us-gaap_GeneralAndAdministrativeExpense_da1f0d05-57db-4801-8e64-f979020c79f8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_99e8b7d9-db72-4b9b-a390-12e24564293e" xlink:href="blmn-20220327.xsd#blmn_ProvisionforImpairedAssetsandRestaurantClosings"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CostsAndExpenses_d3188650-6e44-4080-9a74-b13998e7d92f" xlink:to="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_99e8b7d9-db72-4b9b-a390-12e24564293e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_e7afba16-743e-4e53-ae33-cb70c11c6b02" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_7fe569fe-9686-4a92-9178-d06783cb1771" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ProfitLoss"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_e7afba16-743e-4e53-ae33-cb70c11c6b02" xlink:to="loc_us-gaap_ProfitLoss_7fe569fe-9686-4a92-9178-d06783cb1771" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax_2c0b3a92-0c62-43da-b0aa-a2ca998fc47c" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_e7afba16-743e-4e53-ae33-cb70c11c6b02" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax_2c0b3a92-0c62-43da-b0aa-a2ca998fc47c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossBeforeReclassificationAfterTax_835bc246-3da4-4025-bcb7-dfaed413579c" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossBeforeReclassificationAfterTax"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_e7afba16-743e-4e53-ae33-cb70c11c6b02" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossBeforeReclassificationAfterTax_835bc246-3da4-4025-bcb7-dfaed413579c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationAfterTax_58a0f879-f192-451e-b15d-151416a90ffc" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationAfterTax"/>
    <link:calculationArc order="4" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_e7afba16-743e-4e53-ae33-cb70c11c6b02" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationAfterTax_58a0f879-f192-451e-b15d-151416a90ffc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_OtherComprehensiveIncomeLossCashFlowHedgeReclassificationForDiscontinuanceNetOfTax_32b16190-cb83-4b72-9505-19259dfa202a" xlink:href="blmn-20220327.xsd#blmn_OtherComprehensiveIncomeLossCashFlowHedgeReclassificationForDiscontinuanceNetOfTax"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_e7afba16-743e-4e53-ae33-cb70c11c6b02" xlink:to="loc_blmn_OtherComprehensiveIncomeLossCashFlowHedgeReclassificationForDiscontinuanceNetOfTax_32b16190-cb83-4b72-9505-19259dfa202a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetIncomeLoss_0adce7c1-fc6f-4ecc-b0cb-01190f327bfd" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_NetIncomeLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetIncomeLossAttributableToNoncontrollingInterest_af180250-82e8-4ccd-969d-da73c2df4bd0" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_NetIncomeLossAttributableToNoncontrollingInterest"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetIncomeLoss_0adce7c1-fc6f-4ecc-b0cb-01190f327bfd" xlink:to="loc_us-gaap_NetIncomeLossAttributableToNoncontrollingInterest_af180250-82e8-4ccd-969d-da73c2df4bd0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_0378bf56-ab28-4a4a-be16-282709acfa3b" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ProfitLoss"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetIncomeLoss_0adce7c1-fc6f-4ecc-b0cb-01190f327bfd" xlink:to="loc_us-gaap_ProfitLoss_0378bf56-ab28-4a4a-be16-282709acfa3b" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/CONDENSEDCONSOLIDATEDSTATEMENTSOFCASHFLOWS" xlink:type="simple" xlink:href="blmn-20220327.xsd#CONDENSEDCONSOLIDATEDSTATEMENTSOFCASHFLOWS"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/CONDENSEDCONSOLIDATEDSTATEMENTSOFCASHFLOWS" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_NetCashProvidedByUsedInOperatingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_01027478-2b75-4f2a-a18f-ee60cce01d15" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ProfitLoss"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_us-gaap_ProfitLoss_01027478-2b75-4f2a-a18f-ee60cce01d15" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DepreciationDepletionAndAmortization_32b5fe0d-dda2-4e07-99ca-b13f7152b92e" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_DepreciationDepletionAndAmortization"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_us-gaap_DepreciationDepletionAndAmortization_32b5fe0d-dda2-4e07-99ca-b13f7152b92e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AmortizationOfFinancingCostsAndDiscounts_7ff6a703-d0cb-4ba7-b1c2-b8bcaa3ce868" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AmortizationOfFinancingCostsAndDiscounts"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_us-gaap_AmortizationOfFinancingCostsAndDiscounts_7ff6a703-d0cb-4ba7-b1c2-b8bcaa3ce868" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AmortizationOfDeferredSalesCommissions_64fc84b2-28d1-4aa6-8824-d4fd7ee527d8" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AmortizationOfDeferredSalesCommissions"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_us-gaap_AmortizationOfDeferredSalesCommissions_64fc84b2-28d1-4aa6-8824-d4fd7ee527d8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_0a4d7e85-26b7-4117-acd2-bb8ae7dfac16" xlink:href="blmn-20220327.xsd#blmn_ProvisionforImpairedAssetsandRestaurantClosings"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_0a4d7e85-26b7-4117-acd2-bb8ae7dfac16" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_AmortizationOfUnrealizedGainLossOnTerminatedInterestRateSwaps_8cb8df19-c45f-4d42-9d07-071280c9cc99" xlink:href="blmn-20220327.xsd#blmn_AmortizationOfUnrealizedGainLossOnTerminatedInterestRateSwaps"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_blmn_AmortizationOfUnrealizedGainLossOnTerminatedInterestRateSwaps_8cb8df19-c45f-4d42-9d07-071280c9cc99" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_NonCashOperatingLeaseCosts_df40c41b-34d6-4ced-ae07-ba68d78d5933" xlink:href="blmn-20220327.xsd#blmn_NonCashOperatingLeaseCosts"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_blmn_NonCashOperatingLeaseCosts_df40c41b-34d6-4ced-ae07-ba68d78d5933" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ShareBasedCompensation_c8f62984-b111-4420-851e-55d8d9e8e960" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ShareBasedCompensation"/>
    <link:calculationArc order="8" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_us-gaap_ShareBasedCompensation_c8f62984-b111-4420-851e-55d8d9e8e960" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_7cf81632-8b0c-4b63-b596-c2687ae7154f" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_DeferredIncomeTaxExpenseBenefit"/>
    <link:calculationArc order="9" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_7cf81632-8b0c-4b63-b596-c2687ae7154f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherNoncashIncomeExpense_d0f4b5e4-96af-4888-97ee-c3ea4befef09" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherNoncashIncomeExpense"/>
    <link:calculationArc order="10" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_us-gaap_OtherNoncashIncomeExpense_d0f4b5e4-96af-4888-97ee-c3ea4befef09" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInOperatingCapital_e600daed-f345-4aa2-803e-8a3a9ad78a92" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_IncreaseDecreaseInOperatingCapital"/>
    <link:calculationArc order="11" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8af5b173-6b41-4b41-9d78-4cbd61c0a6bf" xlink:to="loc_us-gaap_IncreaseDecreaseInOperatingCapital_e600daed-f345-4aa2-803e-8a3a9ad78a92" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_e360d83e-2fd5-4f44-a455-476e9634969f" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_NetCashProvidedByUsedInInvestingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsToAcquirePropertyPlantAndEquipment_dc4645da-409b-4b64-b5a2-aafb6c223cfa" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_PaymentsToAcquirePropertyPlantAndEquipment"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_e360d83e-2fd5-4f44-a455-476e9634969f" xlink:to="loc_us-gaap_PaymentsToAcquirePropertyPlantAndEquipment_dc4645da-409b-4b64-b5a2-aafb6c223cfa" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsForProceedsFromOtherInvestingActivities_e859f10e-edf5-4ab1-acf6-c1578d8d7a2e" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_PaymentsForProceedsFromOtherInvestingActivities"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_e360d83e-2fd5-4f44-a455-476e9634969f" xlink:to="loc_us-gaap_PaymentsForProceedsFromOtherInvestingActivities_e859f10e-edf5-4ab1-acf6-c1578d8d7a2e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RepaymentsOfLongTermDebt_2af90aa2-e8f0-4293-8078-e347b8cbe47b" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_RepaymentsOfLongTermDebt"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_us-gaap_RepaymentsOfLongTermDebt_2af90aa2-e8f0-4293-8078-e347b8cbe47b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromLinesOfCredit_d921c8ce-5807-4af6-aff8-890277e60731" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ProceedsFromLinesOfCredit"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_us-gaap_ProceedsFromLinesOfCredit_d921c8ce-5807-4af6-aff8-890277e60731" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RepaymentsOfLinesOfCredit_7d089598-c221-4859-8ffd-9ba6c26af27a" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_RepaymentsOfLinesOfCredit"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_us-gaap_RepaymentsOfLinesOfCredit_7d089598-c221-4859-8ffd-9ba6c26af27a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromIssuanceOfSharesUnderIncentiveAndShareBasedCompensationPlansIncludingStockOptions_5621e641-1e27-4f60-937e-2d7036bb2fc6" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ProceedsFromIssuanceOfSharesUnderIncentiveAndShareBasedCompensationPlansIncludingStockOptions"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_us-gaap_ProceedsFromIssuanceOfSharesUnderIncentiveAndShareBasedCompensationPlansIncludingStockOptions_5621e641-1e27-4f60-937e-2d7036bb2fc6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsToMinorityShareholders_05496a4b-61c6-4d76-a91a-00fb93a26eba" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_PaymentsToMinorityShareholders"/>
    <link:calculationArc order="5" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_us-gaap_PaymentsToMinorityShareholders_05496a4b-61c6-4d76-a91a-00fb93a26eba" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromMinorityShareholders_138fec7f-cee2-42b0-b70d-460df98c297c" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_ProceedsFromMinorityShareholders"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_us-gaap_ProceedsFromMinorityShareholders_138fec7f-cee2-42b0-b70d-460df98c297c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_PurchaseofLimitedPartnershipandNoncontrollingInterests_7c734db3-c108-47c4-bad4-c838743db56c" xlink:href="blmn-20220327.xsd#blmn_PurchaseofLimitedPartnershipandNoncontrollingInterests"/>
    <link:calculationArc order="7" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_blmn_PurchaseofLimitedPartnershipandNoncontrollingInterests_7c734db3-c108-47c4-bad4-c838743db56c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_RepaymentofPartnerDepositandAccruedBuyoutContributions_fdd3ca23-cbfd-43ab-9e46-efbff05555e7" xlink:href="blmn-20220327.xsd#blmn_RepaymentofPartnerDepositandAccruedBuyoutContributions"/>
    <link:calculationArc order="8" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_blmn_RepaymentofPartnerDepositandAccruedBuyoutContributions_fdd3ca23-cbfd-43ab-9e46-efbff05555e7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsForRepurchaseOfCommonStock_f2e7ab94-9dbd-4372-bcef-090b28e26f8d" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_PaymentsForRepurchaseOfCommonStock"/>
    <link:calculationArc order="9" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_us-gaap_PaymentsForRepurchaseOfCommonStock_f2e7ab94-9dbd-4372-bcef-090b28e26f8d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsOfDividendsCommonStock_143cfde0-699c-43ae-a3d6-ed616172c431" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_PaymentsOfDividendsCommonStock"/>
    <link:calculationArc order="10" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_cf79dd8e-9985-4fad-9f83-b7eb88b1afba" xlink:to="loc_us-gaap_PaymentsOfDividendsCommonStock_143cfde0-699c-43ae-a3d6-ed616172c431" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_ae4a06c6-da30-491c-892c-d1cebba1ee96" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_0be7f7ea-e618-4b3b-abef-bc61d9bb47d8" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_NetCashProvidedByUsedInOperatingActivities"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_ae4a06c6-da30-491c-892c-d1cebba1ee96" xlink:to="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_0be7f7ea-e618-4b3b-abef-bc61d9bb47d8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_95725088-b639-423f-8860-dd4cfb3edca5" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_NetCashProvidedByUsedInInvestingActivities"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_ae4a06c6-da30-491c-892c-d1cebba1ee96" xlink:to="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_95725088-b639-423f-8860-dd4cfb3edca5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_c71007f6-2b6b-4b27-9895-a0079774b8f6" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivities"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_ae4a06c6-da30-491c-892c-d1cebba1ee96" xlink:to="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_c71007f6-2b6b-4b27-9895-a0079774b8f6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_a1709e1c-6ead-4f4b-ae4f-06f57142193f" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_ae4a06c6-da30-491c-892c-d1cebba1ee96" xlink:to="loc_us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_a1709e1c-6ead-4f4b-ae4f-06f57142193f" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/EarningsPerShareBasicandDilutedEPSDetails" xlink:type="simple" xlink:href="blmn-20220327.xsd#EarningsPerShareBasicandDilutedEPSDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/EarningsPerShareBasicandDilutedEPSDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_078c4d35-76d8-445e-8661-99ec06e8bcf1" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_WeightedAverageNumberOfSharesOutstandingBasic_1e538a95-8018-4e96-829a-56afe28b72bd" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_WeightedAverageNumberOfSharesOutstandingBasic"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_078c4d35-76d8-445e-8661-99ec06e8bcf1" xlink:to="loc_us-gaap_WeightedAverageNumberOfSharesOutstandingBasic_1e538a95-8018-4e96-829a-56afe28b72bd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements_8be67e93-0c93-4271-981d-5d853f6c6abb" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_078c4d35-76d8-445e-8661-99ec06e8bcf1" xlink:to="loc_us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements_8be67e93-0c93-4271-981d-5d853f6c6abb" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncrementalCommonSharesAttributableToConversionOfDebtSecurities_6646d931-d323-4c99-9807-e459c0188e18" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_IncrementalCommonSharesAttributableToConversionOfDebtSecurities"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_078c4d35-76d8-445e-8661-99ec06e8bcf1" xlink:to="loc_us-gaap_IncrementalCommonSharesAttributableToConversionOfDebtSecurities_6646d931-d323-4c99-9807-e459c0188e18" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncrementalCommonSharesAttributableToCallOptionsAndWarrants_45b339cb-17b1-49a0-9c81-ffb63271669a" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_IncrementalCommonSharesAttributableToCallOptionsAndWarrants"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_078c4d35-76d8-445e-8661-99ec06e8bcf1" xlink:to="loc_us-gaap_IncrementalCommonSharesAttributableToCallOptionsAndWarrants_45b339cb-17b1-49a0-9c81-ffb63271669a" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/OtherCurrentAssetsNetDetails" xlink:type="simple" xlink:href="blmn-20220327.xsd#OtherCurrentAssetsNetDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/OtherCurrentAssetsNetDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAssetsCurrent_0dd9c2ae-a037-41da-ab5f-27da55b708d1" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherAssetsCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PrepaidExpenseCurrent_b98f01cc-b563-491b-8c5f-71fbec460c46" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_PrepaidExpenseCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherAssetsCurrent_0dd9c2ae-a037-41da-ab5f-27da55b708d1" xlink:to="loc_us-gaap_PrepaidExpenseCurrent_b98f01cc-b563-491b-8c5f-71fbec460c46" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccountsReceivableNetCurrent_24671120-b7f9-451c-87bc-ec87f6128061" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AccountsReceivableNetCurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherAssetsCurrent_0dd9c2ae-a037-41da-ab5f-27da55b708d1" xlink:to="loc_us-gaap_AccountsReceivableNetCurrent_24671120-b7f9-451c-87bc-ec87f6128061" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CapitalizedContractCostNetCurrent_43012495-1a53-47c2-a75c-c0c0c4b69742" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_CapitalizedContractCostNetCurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherAssetsCurrent_0dd9c2ae-a037-41da-ab5f-27da55b708d1" xlink:to="loc_us-gaap_CapitalizedContractCostNetCurrent_43012495-1a53-47c2-a75c-c0c0c4b69742" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LifeInsuranceCorporateOrBankOwnedAmount_96d72500-0f06-4f28-8846-0fbad749eb10" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LifeInsuranceCorporateOrBankOwnedAmount"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherAssetsCurrent_0dd9c2ae-a037-41da-ab5f-27da55b708d1" xlink:to="loc_us-gaap_LifeInsuranceCorporateOrBankOwnedAmount_96d72500-0f06-4f28-8846-0fbad749eb10" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAssetsMiscellaneousCurrent_b6fdafd0-cfc5-44af-a803-f5f7c593b550" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherAssetsMiscellaneousCurrent"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherAssetsCurrent_0dd9c2ae-a037-41da-ab5f-27da55b708d1" xlink:to="loc_us-gaap_OtherAssetsMiscellaneousCurrent_b6fdafd0-cfc5-44af-a803-f5f7c593b550" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/LongtermDebtNetScheduleofLongtermDebtNetDetails" xlink:type="simple" xlink:href="blmn-20220327.xsd#LongtermDebtNetScheduleofLongtermDebtNetDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/LongtermDebtNetScheduleofLongtermDebtNetDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DebtAndCapitalLeaseObligations_5858295a-3df9-4a7a-8d11-e7d50e4ed155" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_DebtAndCapitalLeaseObligations"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtCurrent_641b269d-cdf7-430c-b82e-4cc026f47681" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LongTermDebtCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtAndCapitalLeaseObligations_5858295a-3df9-4a7a-8d11-e7d50e4ed155" xlink:to="loc_us-gaap_LongTermDebtCurrent_641b269d-cdf7-430c-b82e-4cc026f47681" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebt_1cbb9de4-1121-4c10-9da4-bca06e1b1ec8" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LongTermDebt"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtAndCapitalLeaseObligations_5858295a-3df9-4a7a-8d11-e7d50e4ed155" xlink:to="loc_us-gaap_LongTermDebt_1cbb9de4-1121-4c10-9da4-bca06e1b1ec8" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/LongtermDebtNetScheduleofLongtermDebtNetDetails_1" xlink:type="simple" xlink:href="blmn-20220327.xsd#LongtermDebtNetScheduleofLongtermDebtNetDetails_1"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/LongtermDebtNetScheduleofLongtermDebtNetDetails_1" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DebtAndCapitalLeaseObligations_e11e6a9f-48a3-4baf-984d-e554dff29f44" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_DebtAndCapitalLeaseObligations"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DebtInstrumentCarryingAmount_e4ca9789-e313-40c0-8cd7-3e49ecda8840" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_DebtInstrumentCarryingAmount"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtAndCapitalLeaseObligations_e11e6a9f-48a3-4baf-984d-e554dff29f44" xlink:to="loc_us-gaap_DebtInstrumentCarryingAmount_e4ca9789-e313-40c0-8cd7-3e49ecda8840" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LineOfCredit_234b400f-c5c8-4234-b10e-eed194a738ed" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LineOfCredit"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtAndCapitalLeaseObligations_e11e6a9f-48a3-4baf-984d-e554dff29f44" xlink:to="loc_us-gaap_LineOfCredit_234b400f-c5c8-4234-b10e-eed194a738ed" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseLiabilityPaymentsDue_12f5d2ac-f9c6-4193-a6b5-78abe3f8dea0" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_FinanceLeaseLiabilityPaymentsDue"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtAndCapitalLeaseObligations_e11e6a9f-48a3-4baf-984d-e554dff29f44" xlink:to="loc_us-gaap_FinanceLeaseLiabilityPaymentsDue_12f5d2ac-f9c6-4193-a6b5-78abe3f8dea0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DebtInstrumentUnamortizedDiscountPremiumAndDebtIssuanceCostsNet_013219e1-276d-4317-b5b2-c8ae776567f0" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_DebtInstrumentUnamortizedDiscountPremiumAndDebtIssuanceCostsNet"/>
    <link:calculationArc order="4" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtAndCapitalLeaseObligations_e11e6a9f-48a3-4baf-984d-e554dff29f44" xlink:to="loc_us-gaap_DebtInstrumentUnamortizedDiscountPremiumAndDebtIssuanceCostsNet_013219e1-276d-4317-b5b2-c8ae776567f0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseLiabilityUndiscountedExcessAmount_78daba11-4d24-4dc8-9888-a7dc20303b54" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_FinanceLeaseLiabilityUndiscountedExcessAmount"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_DebtAndCapitalLeaseObligations_e11e6a9f-48a3-4baf-984d-e554dff29f44" xlink:to="loc_us-gaap_FinanceLeaseLiabilityUndiscountedExcessAmount_78daba11-4d24-4dc8-9888-a7dc20303b54" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/OtherLongtermLiabilitiesNetDetails" xlink:type="simple" xlink:href="blmn-20220327.xsd#OtherLongtermLiabilitiesNetDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/OtherLongtermLiabilitiesNetDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherLiabilitiesNoncurrent_e62fdb64-c7ce-4f40-9390-2a110979a95c" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherLiabilitiesNoncurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccruedInsuranceNoncurrent_2ba2de82-5142-4f92-922a-8d30abc527a8" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AccruedInsuranceNoncurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherLiabilitiesNoncurrent_e62fdb64-c7ce-4f40-9390-2a110979a95c" xlink:to="loc_us-gaap_AccruedInsuranceNoncurrent_2ba2de82-5142-4f92-922a-8d30abc527a8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_DeferredPayrollTaxLiabilitiesFromCARESAct_ba529bd7-1450-4c9b-8c72-05a0b17f9770" xlink:href="blmn-20220327.xsd#blmn_DeferredPayrollTaxLiabilitiesFromCARESAct"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherLiabilitiesNoncurrent_e62fdb64-c7ce-4f40-9390-2a110979a95c" xlink:to="loc_blmn_DeferredPayrollTaxLiabilitiesFromCARESAct_ba529bd7-1450-4c9b-8c72-05a0b17f9770" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_ExecutiveManagementDeferredCompensationObligations_5477f4f6-6a83-43f4-98d9-0698bc6eb302" xlink:href="blmn-20220327.xsd#blmn_ExecutiveManagementDeferredCompensationObligations"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherLiabilitiesNoncurrent_e62fdb64-c7ce-4f40-9390-2a110979a95c" xlink:to="loc_blmn_ExecutiveManagementDeferredCompensationObligations_5477f4f6-6a83-43f4-98d9-0698bc6eb302" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAccruedLiabilitiesNoncurrent_fba0339d-7787-4f6a-9dad-24a0b87a8641" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherAccruedLiabilitiesNoncurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherLiabilitiesNoncurrent_e62fdb64-c7ce-4f40-9390-2a110979a95c" xlink:to="loc_us-gaap_OtherAccruedLiabilitiesNoncurrent_fba0339d-7787-4f6a-9dad-24a0b87a8641" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/StockholdersEquityOtherComprehensiveIncomeLossDetails" xlink:type="simple" xlink:href="blmn-20220327.xsd#StockholdersEquityOtherComprehensiveIncomeLossDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/StockholdersEquityOtherComprehensiveIncomeLossDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent_fc73763e-6c61-4883-918a-fdad2d025739" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossBeforeReclassificationAfterTax_a5abf8ec-4d30-4473-905b-306ab8e47dcc" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossBeforeReclassificationAfterTax"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent_fc73763e-6c61-4883-918a-fdad2d025739" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossBeforeReclassificationAfterTax_a5abf8ec-4d30-4473-905b-306ab8e47dcc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationAfterTax_3a9b6661-3e5e-432b-af52-59f4f1ed0818" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationAfterTax"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent_fc73763e-6c61-4883-918a-fdad2d025739" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationAfterTax_3a9b6661-3e5e-432b-af52-59f4f1ed0818" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_OtherComprehensiveIncomeLossCashFlowHedgeReclassificationForDiscontinuanceNetOfTax_a91bfc5d-1abf-4d77-8c90-f6027ad1ecbe" xlink:href="blmn-20220327.xsd#blmn_OtherComprehensiveIncomeLossCashFlowHedgeReclassificationForDiscontinuanceNetOfTax"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent_fc73763e-6c61-4883-918a-fdad2d025739" xlink:to="loc_blmn_OtherComprehensiveIncomeLossCashFlowHedgeReclassificationForDiscontinuanceNetOfTax_a91bfc5d-1abf-4d77-8c90-f6027ad1ecbe" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/DerivativeInstrumentsandHedgingActivitiesEffectsoftheInterestRateSwapsDetails" xlink:type="simple" xlink:href="blmn-20220327.xsd#DerivativeInstrumentsandHedgingActivitiesEffectsoftheInterestRateSwapsDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/DerivativeInstrumentsandHedgingActivitiesEffectsoftheInterestRateSwapsDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTax_b288e530-5f6e-425f-9a54-b0161d14f42c" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTax"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationBeforeTax_15cea121-601b-4071-8139-2e2b0f43685a" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationBeforeTax"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTax_b288e530-5f6e-425f-9a54-b0161d14f42c" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationBeforeTax_15cea121-601b-4071-8139-2e2b0f43685a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationTax_2cd51c56-8bd6-4ea7-bcbc-bd2df3815e82" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationTax"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTax_b288e530-5f6e-425f-9a54-b0161d14f42c" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationTax_2cd51c56-8bd6-4ea7-bcbc-bd2df3815e82" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/LeasesLesseeLeaseAssetsandLiabilitiesDetails" xlink:type="simple" xlink:href="blmn-20220327.xsd#LeasesLesseeLeaseAssetsandLiabilitiesDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/LeasesLesseeLeaseAssetsandLiabilitiesDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_blmn_LeaseLiability_d4ef6dee-1ef7-4c22-a7c3-6beea4212786" xlink:href="blmn-20220327.xsd#blmn_LeaseLiability"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityCurrent_7b91503f-45ec-4527-a0de-7169f2f0fdb9" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OperatingLeaseLiabilityCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_LeaseLiability_d4ef6dee-1ef7-4c22-a7c3-6beea4212786" xlink:to="loc_us-gaap_OperatingLeaseLiabilityCurrent_7b91503f-45ec-4527-a0de-7169f2f0fdb9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseLiabilityCurrent_6f5e60dc-3a66-43a2-8882-922a1ddd7ee1" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_FinanceLeaseLiabilityCurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_LeaseLiability_d4ef6dee-1ef7-4c22-a7c3-6beea4212786" xlink:to="loc_us-gaap_FinanceLeaseLiabilityCurrent_6f5e60dc-3a66-43a2-8882-922a1ddd7ee1" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_OperatingLeaseLiabilityExcludingCOVID19DeferredRentAccrualsNoncurrent_aa9ef9fc-33bc-4cd3-9933-7b86392f133b" xlink:href="blmn-20220327.xsd#blmn_OperatingLeaseLiabilityExcludingCOVID19DeferredRentAccrualsNoncurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_LeaseLiability_d4ef6dee-1ef7-4c22-a7c3-6beea4212786" xlink:to="loc_blmn_OperatingLeaseLiabilityExcludingCOVID19DeferredRentAccrualsNoncurrent_aa9ef9fc-33bc-4cd3-9933-7b86392f133b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseLiabilityNoncurrent_e1e7ece6-ddfe-4c9c-9109-1512ac51d0e8" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_FinanceLeaseLiabilityNoncurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_LeaseLiability_d4ef6dee-1ef7-4c22-a7c3-6beea4212786" xlink:to="loc_us-gaap_FinanceLeaseLiabilityNoncurrent_e1e7ece6-ddfe-4c9c-9109-1512ac51d0e8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_LeaseRightofUseAssets_eb60d10b-2fa1-4f1b-8a2c-e09edc70a035" xlink:href="blmn-20220327.xsd#blmn_LeaseRightofUseAssets"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseRightOfUseAsset_1c2f93b6-e2d0-4759-a359-00a376626e53" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OperatingLeaseRightOfUseAsset"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_LeaseRightofUseAssets_eb60d10b-2fa1-4f1b-8a2c-e09edc70a035" xlink:to="loc_us-gaap_OperatingLeaseRightOfUseAsset_1c2f93b6-e2d0-4759-a359-00a376626e53" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseRightOfUseAsset_9d072f45-9bed-430b-9618-8e2f0b16f7aa" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_FinanceLeaseRightOfUseAsset"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_LeaseRightofUseAssets_eb60d10b-2fa1-4f1b-8a2c-e09edc70a035" xlink:to="loc_us-gaap_FinanceLeaseRightOfUseAsset_9d072f45-9bed-430b-9618-8e2f0b16f7aa" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/LeasesLesseeLeaseCostsDetails" xlink:type="simple" xlink:href="blmn-20220327.xsd#LeasesLesseeLeaseCostsDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/LeasesLesseeLeaseCostsDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LeaseCost_ae4b6b0c-7798-432f-8533-3ddca1d59c5f" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_LeaseCost"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseExpense_f949fa40-2074-4381-89d0-7aa9878659cf" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_OperatingLeaseExpense"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_ae4b6b0c-7798-432f-8533-3ddca1d59c5f" xlink:to="loc_us-gaap_OperatingLeaseExpense_f949fa40-2074-4381-89d0-7aa9878659cf" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_VariableLeaseCost_cd0e62df-a1d8-475b-9596-ce607393b211" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_VariableLeaseCost"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_ae4b6b0c-7798-432f-8533-3ddca1d59c5f" xlink:to="loc_us-gaap_VariableLeaseCost_cd0e62df-a1d8-475b-9596-ce607393b211" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseRightOfUseAssetAmortization_f704950f-e0bf-4d40-b8da-433dcc23e11b" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_FinanceLeaseRightOfUseAssetAmortization"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_ae4b6b0c-7798-432f-8533-3ddca1d59c5f" xlink:to="loc_us-gaap_FinanceLeaseRightOfUseAssetAmortization_f704950f-e0bf-4d40-b8da-433dcc23e11b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseInterestExpense_7de5e8ae-8626-4744-9f63-a8b220d12c25" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_FinanceLeaseInterestExpense"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_ae4b6b0c-7798-432f-8533-3ddca1d59c5f" xlink:to="loc_us-gaap_FinanceLeaseInterestExpense_7de5e8ae-8626-4744-9f63-a8b220d12c25" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_SubleaseIncome_2e3c0acb-05e4-4e2f-ad82-98dc07f8c6e5" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_SubleaseIncome"/>
    <link:calculationArc order="5" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_ae4b6b0c-7798-432f-8533-3ddca1d59c5f" xlink:to="loc_us-gaap_SubleaseIncome_2e3c0acb-05e4-4e2f-ad82-98dc07f8c6e5" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/FairValueMeasurementsFairValueMeasurementsonaRecurringBasisDetails" xlink:type="simple" xlink:href="blmn-20220327.xsd#FairValueMeasurementsFairValueMeasurementsonaRecurringBasisDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/FairValueMeasurementsFairValueMeasurementsonaRecurringBasisDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsFairValueDisclosure_71ad974f-2a73-4c86-a46b-9cd47b14ce53" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_AssetsFairValueDisclosure"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_RestrictedCashAndCashEquivalentsFairValueDisclosure_f01e93ae-86ad-4950-a7ea-5d86c31d738e" xlink:href="blmn-20220327.xsd#blmn_RestrictedCashAndCashEquivalentsFairValueDisclosure"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsFairValueDisclosure_71ad974f-2a73-4c86-a46b-9cd47b14ce53" xlink:to="loc_blmn_RestrictedCashAndCashEquivalentsFairValueDisclosure_f01e93ae-86ad-4950-a7ea-5d86c31d738e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashAndCashEquivalentsFairValueDisclosure_215ae8f7-d68d-4663-9d0f-4a930d6dc217" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_CashAndCashEquivalentsFairValueDisclosure"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsFairValueDisclosure_71ad974f-2a73-4c86-a46b-9cd47b14ce53" xlink:to="loc_us-gaap_CashAndCashEquivalentsFairValueDisclosure_215ae8f7-d68d-4663-9d0f-4a930d6dc217" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinancialLiabilitiesFairValueDisclosure_c3d875d2-7d6c-46fd-988f-7575dff86324" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_FinancialLiabilitiesFairValueDisclosure"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DerivativeLiabilitiesCurrent_a0f30f08-15e3-47bb-9d2c-a8980efd5a1f" xlink:href="https://xbrl.fasb.org/us-gaap/2021/elts/us-gaap-2021-01-31.xsd#us-gaap_DerivativeLiabilitiesCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_FinancialLiabilitiesFairValueDisclosure_c3d875d2-7d6c-46fd-988f-7575dff86324" xlink:to="loc_us-gaap_DerivativeLiabilitiesCurrent_a0f30f08-15e3-47bb-9d2c-a8980efd5a1f" xlink:type="arc"/>
  </link:calculationLink>
</link:linkbase>
