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

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2024 Workiva-->
<!--r:b509e473-1354-4bb3-8e49-173635a27d26,g:1e8f28a7-9734-4982-820b-bd756e2da5de-->
<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-20240630.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_Liabilities_9b0f3613-dc71-4078-8afc-6ceb36ef0dfe" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_Liabilities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesCurrent_dc2c9417-daaa-4603-a215-97b05559b534" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_9b0f3613-dc71-4078-8afc-6ceb36ef0dfe" xlink:to="loc_us-gaap_LiabilitiesCurrent_dc2c9417-daaa-4603-a215-97b05559b534" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_d46cf5b9-4b8b-4655-b1c0-c66f6ea45550" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_9b0f3613-dc71-4078-8afc-6ceb36ef0dfe" xlink:to="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_d46cf5b9-4b8b-4655-b1c0-c66f6ea45550" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebt_187a40c7-ef2b-4606-acb3-e0fb14feda8e" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_9b0f3613-dc71-4078-8afc-6ceb36ef0dfe" xlink:to="loc_us-gaap_LongTermDebt_187a40c7-ef2b-4606-acb3-e0fb14feda8e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherLiabilitiesNoncurrent_d67116e1-0638-4cde-9e28-57915ad7146a" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_9b0f3613-dc71-4078-8afc-6ceb36ef0dfe" xlink:to="loc_us-gaap_OtherLiabilitiesNoncurrent_d67116e1-0638-4cde-9e28-57915ad7146a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquity_00b21e77-e6e1-4235-aa87-91f5ecd73b5b" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_StockholdersEquity"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PreferredStockValue_027f51f6-4473-41f8-9f0b-9deab59b0445" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_00b21e77-e6e1-4235-aa87-91f5ecd73b5b" xlink:to="loc_us-gaap_PreferredStockValue_027f51f6-4473-41f8-9f0b-9deab59b0445" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CommonStockValue_0d948fbc-fd68-4419-9005-bb0ad4869590" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_00b21e77-e6e1-4235-aa87-91f5ecd73b5b" xlink:to="loc_us-gaap_CommonStockValue_0d948fbc-fd68-4419-9005-bb0ad4869590" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AdditionalPaidInCapitalCommonStock_7b4b1827-c5c8-4225-a75c-63183c27439b" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_00b21e77-e6e1-4235-aa87-91f5ecd73b5b" xlink:to="loc_us-gaap_AdditionalPaidInCapitalCommonStock_7b4b1827-c5c8-4225-a75c-63183c27439b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RetainedEarningsAccumulatedDeficit_ddff6340-7c1b-4b35-8bd8-fba58e712981" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_00b21e77-e6e1-4235-aa87-91f5ecd73b5b" xlink:to="loc_us-gaap_RetainedEarningsAccumulatedDeficit_ddff6340-7c1b-4b35-8bd8-fba58e712981" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax_22d48098-f106-4b83-9087-05594ade5a52" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_00b21e77-e6e1-4235-aa87-91f5ecd73b5b" xlink:to="loc_us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax_22d48098-f106-4b83-9087-05594ade5a52" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesAndStockholdersEquity_6fc347e8-ebf1-47eb-bfe7-78c38d03e9ac" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_LiabilitiesAndStockholdersEquity"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Liabilities_295f2e6d-9b16-4a1e-98a3-20321568ed3e" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_6fc347e8-ebf1-47eb-bfe7-78c38d03e9ac" xlink:to="loc_us-gaap_Liabilities_295f2e6d-9b16-4a1e-98a3-20321568ed3e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CommitmentsAndContingencies_40ffa246-0446-42d1-b12a-58050575040a" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_6fc347e8-ebf1-47eb-bfe7-78c38d03e9ac" xlink:to="loc_us-gaap_CommitmentsAndContingencies_40ffa246-0446-42d1-b12a-58050575040a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_4dd23ed5-ee7b-491b-b63a-8ab1f60df0e3" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_6fc347e8-ebf1-47eb-bfe7-78c38d03e9ac" xlink:to="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_4dd23ed5-ee7b-491b-b63a-8ab1f60df0e3" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsCurrent_fe9d5c73-b2c8-46ad-8dc2-d92b5f9187c0" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_AssetsCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_b7fc9f4e-4fae-40a1-8059-a23bb24f5fa3" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_fe9d5c73-b2c8-46ad-8dc2-d92b5f9187c0" xlink:to="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_b7fc9f4e-4fae-40a1-8059-a23bb24f5fa3" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_feaad948-4cd6-4167-a92c-29f539debd6c" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_fe9d5c73-b2c8-46ad-8dc2-d92b5f9187c0" xlink:to="loc_us-gaap_RestrictedCashAndCashEquivalentsAtCarryingValue_feaad948-4cd6-4167-a92c-29f539debd6c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InventoryNet_efda3a1a-8d41-4922-990c-b279223c7973" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_fe9d5c73-b2c8-46ad-8dc2-d92b5f9187c0" xlink:to="loc_us-gaap_InventoryNet_efda3a1a-8d41-4922-990c-b279223c7973" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAssetsCurrent_986bf30d-1d4f-45ba-bf2f-564490f82330" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_fe9d5c73-b2c8-46ad-8dc2-d92b5f9187c0" xlink:to="loc_us-gaap_OtherAssetsCurrent_986bf30d-1d4f-45ba-bf2f-564490f82330" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Assets_02e5a922-2293-495a-b2c8-0fb909873953" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_Assets"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsCurrent_424cc4a8-3d33-4e6d-9245-88f51973e57f" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_02e5a922-2293-495a-b2c8-0fb909873953" xlink:to="loc_us-gaap_AssetsCurrent_424cc4a8-3d33-4e6d-9245-88f51973e57f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PropertyPlantAndEquipmentAndFinanceLeaseRightOfUseAssetAfterAccumulatedDepreciationAndAmortization_b401fd06-7591-4180-9123-4f20c8233a0e" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_02e5a922-2293-495a-b2c8-0fb909873953" xlink:to="loc_us-gaap_PropertyPlantAndEquipmentAndFinanceLeaseRightOfUseAssetAfterAccumulatedDepreciationAndAmortization_b401fd06-7591-4180-9123-4f20c8233a0e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseRightOfUseAsset_5aac3139-4ba3-4fd4-aa39-050f5ba39d89" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_02e5a922-2293-495a-b2c8-0fb909873953" xlink:to="loc_us-gaap_OperatingLeaseRightOfUseAsset_5aac3139-4ba3-4fd4-aa39-050f5ba39d89" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Goodwill_819a1766-1eae-4f6e-bfbb-a609e6ae1cb8" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_02e5a922-2293-495a-b2c8-0fb909873953" xlink:to="loc_us-gaap_Goodwill_819a1766-1eae-4f6e-bfbb-a609e6ae1cb8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IntangibleAssetsNetExcludingGoodwill_f070b5ec-1269-4748-8ce7-b25319fd0243" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_02e5a922-2293-495a-b2c8-0fb909873953" xlink:to="loc_us-gaap_IntangibleAssetsNetExcludingGoodwill_f070b5ec-1269-4748-8ce7-b25319fd0243" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxAssetsNet_416782eb-78b4-4a5e-abcc-3feabc36ca2e" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_02e5a922-2293-495a-b2c8-0fb909873953" xlink:to="loc_us-gaap_DeferredIncomeTaxAssetsNet_416782eb-78b4-4a5e-abcc-3feabc36ca2e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAssetsNoncurrent_e2382d4f-ac7c-4b13-ae3c-793f5624f4df" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_02e5a922-2293-495a-b2c8-0fb909873953" xlink:to="loc_us-gaap_OtherAssetsNoncurrent_e2382d4f-ac7c-4b13-ae3c-793f5624f4df" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesCurrent_e4049036-6345-4433-9297-ff6a875efd40" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_LiabilitiesCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccountsPayableCurrent_78d81191-7ad1-4a7a-9b2a-6a231af7b718" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_e4049036-6345-4433-9297-ff6a875efd40" xlink:to="loc_us-gaap_AccountsPayableCurrent_78d81191-7ad1-4a7a-9b2a-6a231af7b718" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityCurrent_0d37ae28-1f08-4b65-a77f-a4590fdbbe02" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_OperatingLeaseLiabilityCurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_e4049036-6345-4433-9297-ff6a875efd40" xlink:to="loc_us-gaap_OperatingLeaseLiabilityCurrent_0d37ae28-1f08-4b65-a77f-a4590fdbbe02" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_AccruedandOtherLiabilitiesCurrent_626f3a71-a2aa-44fa-a50c-b0ceeb8777cc" xlink:href="blmn-20240630.xsd#blmn_AccruedandOtherLiabilitiesCurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_e4049036-6345-4433-9297-ff6a875efd40" xlink:to="loc_blmn_AccruedandOtherLiabilitiesCurrent_626f3a71-a2aa-44fa-a50c-b0ceeb8777cc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ContractWithCustomerLiabilityCurrent_05699b34-2f42-42f0-ba7a-d8be08e78c6d" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_ContractWithCustomerLiabilityCurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_e4049036-6345-4433-9297-ff6a875efd40" xlink:to="loc_us-gaap_ContractWithCustomerLiabilityCurrent_05699b34-2f42-42f0-ba7a-d8be08e78c6d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_8fb66414-cb73-411a-b941-83ebc1d84d3f" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquity_e96109ef-2860-4187-a041-f8b42f4db7de" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_8fb66414-cb73-411a-b941-83ebc1d84d3f" xlink:to="loc_us-gaap_StockholdersEquity_e96109ef-2860-4187-a041-f8b42f4db7de" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_MinorityInterest_6de743ac-873e-458e-a5e5-dc3e20e71422" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_8fb66414-cb73-411a-b941-83ebc1d84d3f" xlink:to="loc_us-gaap_MinorityInterest_6de743ac-873e-458e-a5e5-dc3e20e71422" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/CONSOLIDATEDSTATEMENTSOFOPERATIONSANDCOMPREHENSIVEINCOMELOSS" xlink:type="simple" xlink:href="blmn-20240630.xsd#CONSOLIDATEDSTATEMENTSOFOPERATIONSANDCOMPREHENSIVEINCOMELOSS"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/CONSOLIDATEDSTATEMENTSOFOPERATIONSANDCOMPREHENSIVEINCOMELOSS" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingIncomeLoss_69a2699f-ed12-4c08-b2a9-151ed1929a65" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_OperatingIncomeLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax_08bd1d84-8728-4b8b-8e25-8d9994054826" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_69a2699f-ed12-4c08-b2a9-151ed1929a65" xlink:to="loc_us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax_08bd1d84-8728-4b8b-8e25-8d9994054826" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CostsAndExpenses_988a6b11-8084-4493-a7f6-0fd4012ee15a" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_69a2699f-ed12-4c08-b2a9-151ed1929a65" xlink:to="loc_us-gaap_CostsAndExpenses_988a6b11-8084-4493-a7f6-0fd4012ee15a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CostsAndExpenses_bf633daf-2eca-47c4-93c9-1361f342c5b7" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_CostsAndExpenses"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CostOfGoodsAndServicesSold_4abda6ce-5dc6-4df9-8455-d683e5e440f6" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_bf633daf-2eca-47c4-93c9-1361f342c5b7" xlink:to="loc_us-gaap_CostOfGoodsAndServicesSold_4abda6ce-5dc6-4df9-8455-d683e5e440f6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LaborAndRelatedExpense_0cc19b84-888a-4f12-80e8-6a58b1d4f949" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_bf633daf-2eca-47c4-93c9-1361f342c5b7" xlink:to="loc_us-gaap_LaborAndRelatedExpense_0cc19b84-888a-4f12-80e8-6a58b1d4f949" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherCostAndExpenseOperating_7b1c9d13-7731-4dfa-877b-a48053812540" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_bf633daf-2eca-47c4-93c9-1361f342c5b7" xlink:to="loc_us-gaap_OtherCostAndExpenseOperating_7b1c9d13-7731-4dfa-877b-a48053812540" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DepreciationDepletionAndAmortization_94933c62-ca49-4ac6-822f-4fc0ca67aa82" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_bf633daf-2eca-47c4-93c9-1361f342c5b7" xlink:to="loc_us-gaap_DepreciationDepletionAndAmortization_94933c62-ca49-4ac6-822f-4fc0ca67aa82" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GeneralAndAdministrativeExpense_9c2a6839-df7a-4719-8e66-cbb0e63ceb24" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_bf633daf-2eca-47c4-93c9-1361f342c5b7" xlink:to="loc_us-gaap_GeneralAndAdministrativeExpense_9c2a6839-df7a-4719-8e66-cbb0e63ceb24" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_7dad9e75-033d-49d1-bf64-f4453a1dd570" xlink:href="blmn-20240630.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_bf633daf-2eca-47c4-93c9-1361f342c5b7" xlink:to="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_7dad9e75-033d-49d1-bf64-f4453a1dd570" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_1c309cba-bb8e-4d23-8c1b-9a42e91a3477" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_8d9a70b1-2097-462e-9412-e153be0219f8" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_1c309cba-bb8e-4d23-8c1b-9a42e91a3477" xlink:to="loc_us-gaap_ProfitLoss_8d9a70b1-2097-462e-9412-e153be0219f8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax_7ce1fe37-fee3-4004-b663-d31a36bf7fdd" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_1c309cba-bb8e-4d23-8c1b-9a42e91a3477" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax_7ce1fe37-fee3-4004-b663-d31a36bf7fdd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent_97bd164b-6c56-4408-ad00-a516389f43eb" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_1c309cba-bb8e-4d23-8c1b-9a42e91a3477" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent_97bd164b-6c56-4408-ad00-a516389f43eb" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_8eab3f1b-fa23-422a-b3b8-642d8bab8985" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingIncomeLoss_6e4dd362-f0c3-43ec-88f5-550dbbd9ebd5" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_8eab3f1b-fa23-422a-b3b8-642d8bab8985" xlink:to="loc_us-gaap_OperatingIncomeLoss_6e4dd362-f0c3-43ec-88f5-550dbbd9ebd5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GainsLossesOnExtinguishmentOfDebt_712589dc-d6f3-4183-863a-0242b4bca244" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_GainsLossesOnExtinguishmentOfDebt"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_8eab3f1b-fa23-422a-b3b8-642d8bab8985" xlink:to="loc_us-gaap_GainsLossesOnExtinguishmentOfDebt_712589dc-d6f3-4183-863a-0242b4bca244" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InterestIncomeExpenseNonoperatingNet_bb066265-df30-4dba-bfa7-8d22640dc9a2" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_8eab3f1b-fa23-422a-b3b8-642d8bab8985" xlink:to="loc_us-gaap_InterestIncomeExpenseNonoperatingNet_bb066265-df30-4dba-bfa7-8d22640dc9a2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTax_582ec525-20c9-4aa7-8b61-a78a8947bbf4" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_ComprehensiveIncomeNetOfTax"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_8e5846c0-f626-4df9-907f-e1fa600211f8" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_582ec525-20c9-4aa7-8b61-a78a8947bbf4" xlink:to="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_8e5846c0-f626-4df9-907f-e1fa600211f8" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest_2e1ef50c-b8b1-4e66-9beb-545508e0b6da" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_582ec525-20c9-4aa7-8b61-a78a8947bbf4" xlink:to="loc_us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest_2e1ef50c-b8b1-4e66-9beb-545508e0b6da" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_0ac0172c-e0b2-4774-bb44-ac3db5bab39a" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_ProfitLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_4a70e973-e0bf-4921-9dbc-e110acf2fb86" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_0ac0172c-e0b2-4774-bb44-ac3db5bab39a" xlink:to="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_4a70e973-e0bf-4921-9dbc-e110acf2fb86" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxExpenseBenefit_5ae8b447-d53e-4eb9-89e6-ae12895b69d9" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_0ac0172c-e0b2-4774-bb44-ac3db5bab39a" xlink:to="loc_us-gaap_IncomeTaxExpenseBenefit_5ae8b447-d53e-4eb9-89e6-ae12895b69d9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetIncomeLoss_9c1e7666-c544-4144-9eed-26713b49174f" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_NetIncomeLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_cc9d845a-2159-483a-93a3-b2f3341cbecf" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_NetIncomeLoss_9c1e7666-c544-4144-9eed-26713b49174f" xlink:to="loc_us-gaap_ProfitLoss_cc9d845a-2159-483a-93a3-b2f3341cbecf" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetIncomeLossAttributableToNoncontrollingInterest_e35be238-38bc-4a33-a57d-130356539975" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_NetIncomeLossAttributableToNoncontrollingInterest"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetIncomeLoss_9c1e7666-c544-4144-9eed-26713b49174f" xlink:to="loc_us-gaap_NetIncomeLossAttributableToNoncontrollingInterest_e35be238-38bc-4a33-a57d-130356539975" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/CONDENSEDCONSOLIDATEDSTATEMENTSOFCASHFLOWS" xlink:type="simple" xlink:href="blmn-20240630.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_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_NetCashProvidedByUsedInOperatingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_ef03f5bb-fa8c-44b5-befd-23eb4ad80cd2" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_us-gaap_ProfitLoss_ef03f5bb-fa8c-44b5-befd-23eb4ad80cd2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DepreciationDepletionAndAmortization_6cb30e8b-fef9-4fd3-a197-a48fc1b6b4ff" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_us-gaap_DepreciationDepletionAndAmortization_6cb30e8b-fef9-4fd3-a197-a48fc1b6b4ff" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AmortizationOfFinancingCostsAndDiscounts_0e4000ad-9853-4a8a-abbe-c93e6e415948" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_us-gaap_AmortizationOfFinancingCostsAndDiscounts_0e4000ad-9853-4a8a-abbe-c93e6e415948" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AmortizationOfDeferredSalesCommissions_47d49394-f405-4b79-a3f5-00946815d557" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_us-gaap_AmortizationOfDeferredSalesCommissions_47d49394-f405-4b79-a3f5-00946815d557" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_c857db6b-b02b-4149-b11b-7c58520c3594" xlink:href="blmn-20240630.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_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_c857db6b-b02b-4149-b11b-7c58520c3594" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_NonCashOperatingLeaseCosts_8958f959-de14-4c48-8674-c0aabcec4015" xlink:href="blmn-20240630.xsd#blmn_NonCashOperatingLeaseCosts"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_blmn_NonCashOperatingLeaseCosts_8958f959-de14-4c48-8674-c0aabcec4015" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ShareBasedCompensation_16971d50-cb9d-4dde-89c7-86c2a1b44d53" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_ShareBasedCompensation"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_us-gaap_ShareBasedCompensation_16971d50-cb9d-4dde-89c7-86c2a1b44d53" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_1cc642c5-8d32-42ef-b96b-a7e4b39f9940" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_DeferredIncomeTaxExpenseBenefit"/>
    <link:calculationArc order="8" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_1cc642c5-8d32-42ef-b96b-a7e4b39f9940" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GainsLossesOnExtinguishmentOfDebt_02667b62-ed5c-40a6-bada-7baf939d7188" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_GainsLossesOnExtinguishmentOfDebt"/>
    <link:calculationArc order="9" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_us-gaap_GainsLossesOnExtinguishmentOfDebt_02667b62-ed5c-40a6-bada-7baf939d7188" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherNoncashIncomeExpense_0f825f96-8522-4be5-85cf-a765378e9807" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_us-gaap_OtherNoncashIncomeExpense_0f825f96-8522-4be5-85cf-a765378e9807" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInOperatingCapital_2a048fc7-113d-42c4-ad88-fa6c84c36762" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_a611d99a-e0cd-4f32-924e-cbd9989dbf9f" xlink:to="loc_us-gaap_IncreaseDecreaseInOperatingCapital_2a048fc7-113d-42c4-ad88-fa6c84c36762" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_26bd63db-90ff-47ee-af61-2e44365559d2" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8123082d-d97b-4f3a-9efb-13a3bba999fd" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_26bd63db-90ff-47ee-af61-2e44365559d2" xlink:to="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_8123082d-d97b-4f3a-9efb-13a3bba999fd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_12177848-95e9-4f6b-bb55-c261727707be" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_26bd63db-90ff-47ee-af61-2e44365559d2" xlink:to="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_12177848-95e9-4f6b-bb55-c261727707be" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_028d4c0f-7c87-45ad-97e9-a042fc0a1674" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_26bd63db-90ff-47ee-af61-2e44365559d2" xlink:to="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_028d4c0f-7c87-45ad-97e9-a042fc0a1674" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations_dba721bf-1ec5-49df-95b6-061b471a2f62" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_26bd63db-90ff-47ee-af61-2e44365559d2" xlink:to="loc_us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations_dba721bf-1ec5-49df-95b6-061b471a2f62" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_56c11c8e-a961-47d4-9351-29e7b69c5a77" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_NetCashProvidedByUsedInInvestingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsToAcquirePropertyPlantAndEquipment_71d0a1d8-520b-4664-92ce-d71326b5e766" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_56c11c8e-a961-47d4-9351-29e7b69c5a77" xlink:to="loc_us-gaap_PaymentsToAcquirePropertyPlantAndEquipment_71d0a1d8-520b-4664-92ce-d71326b5e766" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsForProceedsFromOtherInvestingActivities_00bd67ad-7ee9-437c-8019-87f4484e31bc" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_56c11c8e-a961-47d4-9351-29e7b69c5a77" xlink:to="loc_us-gaap_PaymentsForProceedsFromOtherInvestingActivities_00bd67ad-7ee9-437c-8019-87f4484e31bc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromLinesOfCredit_1fb71558-ffa0-4123-b422-c593db50e435" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_ProceedsFromLinesOfCredit"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_us-gaap_ProceedsFromLinesOfCredit_1fb71558-ffa0-4123-b422-c593db50e435" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RepaymentsOfLinesOfCredit_5ee4cada-e9c4-4f8a-b8d1-5343ef493599" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_RepaymentsOfLinesOfCredit"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_us-gaap_RepaymentsOfLinesOfCredit_5ee4cada-e9c4-4f8a-b8d1-5343ef493599" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RepaymentsOfDebtAndCapitalLeaseObligations_3eac092c-bff8-49fa-b2ec-4603458a675d" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_RepaymentsOfDebtAndCapitalLeaseObligations"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_us-gaap_RepaymentsOfDebtAndCapitalLeaseObligations_3eac092c-bff8-49fa-b2ec-4603458a675d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RepaymentsOfConvertibleDebt_449820dd-c470-4eac-ac7e-4e3c8f9c77e9" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_RepaymentsOfConvertibleDebt"/>
    <link:calculationArc order="4" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_us-gaap_RepaymentsOfConvertibleDebt_449820dd-c470-4eac-ac7e-4e3c8f9c77e9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_ProceedsFromRetirementOfConvertibleSeniorNoteHedges_50f16f08-b2df-4dfc-a255-c959513159e0" xlink:href="blmn-20240630.xsd#blmn_ProceedsFromRetirementOfConvertibleSeniorNoteHedges"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_blmn_ProceedsFromRetirementOfConvertibleSeniorNoteHedges_50f16f08-b2df-4dfc-a255-c959513159e0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsForRepurchaseOfWarrants_15743500-f87f-4fe0-a106-bcf3756a06c4" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_PaymentsForRepurchaseOfWarrants"/>
    <link:calculationArc order="6" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_us-gaap_PaymentsForRepurchaseOfWarrants_15743500-f87f-4fe0-a106-bcf3756a06c4" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_PaymentsOfTaxesProceedsFromShareBasedCompensationNet_fdcf7cc5-39cf-4aaf-82c5-ca164c159100" xlink:href="blmn-20240630.xsd#blmn_PaymentsOfTaxesProceedsFromShareBasedCompensationNet"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_blmn_PaymentsOfTaxesProceedsFromShareBasedCompensationNet_fdcf7cc5-39cf-4aaf-82c5-ca164c159100" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsToMinorityShareholders_c2f7f52c-21d6-46e3-a83a-1280ce67ff26" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_PaymentsToMinorityShareholders"/>
    <link:calculationArc order="8" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_us-gaap_PaymentsToMinorityShareholders_c2f7f52c-21d6-46e3-a83a-1280ce67ff26" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromMinorityShareholders_d4365053-0202-4456-8903-61139342615c" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_ProceedsFromMinorityShareholders"/>
    <link:calculationArc order="9" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_us-gaap_ProceedsFromMinorityShareholders_d4365053-0202-4456-8903-61139342615c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_PurchaseofLimitedPartnershipandNoncontrollingInterests_16b68556-8224-44d3-831b-5cd641ecbffb" xlink:href="blmn-20240630.xsd#blmn_PurchaseofLimitedPartnershipandNoncontrollingInterests"/>
    <link:calculationArc order="10" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_blmn_PurchaseofLimitedPartnershipandNoncontrollingInterests_16b68556-8224-44d3-831b-5cd641ecbffb" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsForRepurchaseOfCommonStock_e5742212-5613-4ff0-ae98-84155d4a08fc" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_PaymentsForRepurchaseOfCommonStock"/>
    <link:calculationArc order="11" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_us-gaap_PaymentsForRepurchaseOfCommonStock_e5742212-5613-4ff0-ae98-84155d4a08fc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsOfDividendsCommonStock_69259a26-b185-473b-9221-266fb7fc6010" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_PaymentsOfDividendsCommonStock"/>
    <link:calculationArc order="12" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_f8471120-4177-4d08-8ba7-a3cbd38157f2" xlink:to="loc_us-gaap_PaymentsOfDividendsCommonStock_69259a26-b185-473b-9221-266fb7fc6010" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/ImpairmentsandExitCostsProvisionforImpairedAssetsandRestaurantClosingsDetails" xlink:type="simple" xlink:href="blmn-20240630.xsd#ImpairmentsandExitCostsProvisionforImpairedAssetsandRestaurantClosingsDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/ImpairmentsandExitCostsProvisionforImpairedAssetsandRestaurantClosingsDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_a28a2bc4-0168-42df-a651-d36027126319" xlink:href="blmn-20240630.xsd#blmn_ProvisionforImpairedAssetsandRestaurantClosings"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetImpairmentCharges_3fe44a1b-31ab-492c-afd0-b296768d2560" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_AssetImpairmentCharges"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_a28a2bc4-0168-42df-a651-d36027126319" xlink:to="loc_us-gaap_AssetImpairmentCharges_3fe44a1b-31ab-492c-afd0-b296768d2560" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessExitCosts1_c5c5686b-b3b0-4d08-a1dd-a6ff50fdb815" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_BusinessExitCosts1"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_ProvisionforImpairedAssetsandRestaurantClosings_a28a2bc4-0168-42df-a651-d36027126319" xlink:to="loc_us-gaap_BusinessExitCosts1_c5c5686b-b3b0-4d08-a1dd-a6ff50fdb815" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/EarningsLossPerShareBasicandDilutedEPSDetails" xlink:type="simple" xlink:href="blmn-20240630.xsd#EarningsLossPerShareBasicandDilutedEPSDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/EarningsLossPerShareBasicandDilutedEPSDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_14247e0c-cfb3-4952-a062-185c2bb3ee1e" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_WeightedAverageNumberOfSharesOutstandingBasic_c10a820f-0458-428b-a52b-8b86b09d3437" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_14247e0c-cfb3-4952-a062-185c2bb3ee1e" xlink:to="loc_us-gaap_WeightedAverageNumberOfSharesOutstandingBasic_c10a820f-0458-428b-a52b-8b86b09d3437" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements_9e2408ae-18e4-40ad-9580-099f01099f74" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_14247e0c-cfb3-4952-a062-185c2bb3ee1e" xlink:to="loc_us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements_9e2408ae-18e4-40ad-9580-099f01099f74" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncrementalCommonSharesAttributableToConversionOfDebtSecurities_4525818e-987a-4cf9-b942-fef102202d49" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_14247e0c-cfb3-4952-a062-185c2bb3ee1e" xlink:to="loc_us-gaap_IncrementalCommonSharesAttributableToConversionOfDebtSecurities_4525818e-987a-4cf9-b942-fef102202d49" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncrementalCommonSharesAttributableToCallOptionsAndWarrants_13bee682-231e-4c60-95fb-1d3dcf0466b3" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_14247e0c-cfb3-4952-a062-185c2bb3ee1e" xlink:to="loc_us-gaap_IncrementalCommonSharesAttributableToCallOptionsAndWarrants_13bee682-231e-4c60-95fb-1d3dcf0466b3" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/OtherCurrentAssetsNetDetails" xlink:type="simple" xlink:href="blmn-20240630.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_40d9ebd7-806d-4e6e-ac8d-cfb4494f686d" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_OtherAssetsCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PrepaidExpenseCurrent_d2dc77b3-12fa-457e-8894-224d5fe51ccf" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_40d9ebd7-806d-4e6e-ac8d-cfb4494f686d" xlink:to="loc_us-gaap_PrepaidExpenseCurrent_d2dc77b3-12fa-457e-8894-224d5fe51ccf" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccountsReceivableNetCurrent_0eab430c-acd0-4597-ab29-467b02ef4263" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_40d9ebd7-806d-4e6e-ac8d-cfb4494f686d" xlink:to="loc_us-gaap_AccountsReceivableNetCurrent_0eab430c-acd0-4597-ab29-467b02ef4263" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CapitalizedContractCostNetCurrent_58232444-6a29-4fee-b43d-ec03a209cb59" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_40d9ebd7-806d-4e6e-ac8d-cfb4494f686d" xlink:to="loc_us-gaap_CapitalizedContractCostNetCurrent_58232444-6a29-4fee-b43d-ec03a209cb59" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAssetsMiscellaneousCurrent_2487e45d-7896-42fb-88d0-4f315db34374" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_OtherAssetsMiscellaneousCurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherAssetsCurrent_40d9ebd7-806d-4e6e-ac8d-cfb4494f686d" xlink:to="loc_us-gaap_OtherAssetsMiscellaneousCurrent_2487e45d-7896-42fb-88d0-4f315db34374" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/AccruedandOtherCurrentLiabilitiesDetails" xlink:type="simple" xlink:href="blmn-20240630.xsd#AccruedandOtherCurrentLiabilitiesDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/AccruedandOtherCurrentLiabilitiesDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_blmn_AccruedandOtherLiabilitiesCurrent_0805e47e-650d-4a2e-be7b-6437505df51a" xlink:href="blmn-20240630.xsd#blmn_AccruedandOtherLiabilitiesCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EmployeeRelatedLiabilitiesCurrent_b09d1452-428b-40be-ba89-424456216a91" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_EmployeeRelatedLiabilitiesCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_AccruedandOtherLiabilitiesCurrent_0805e47e-650d-4a2e-be7b-6437505df51a" xlink:to="loc_us-gaap_EmployeeRelatedLiabilitiesCurrent_b09d1452-428b-40be-ba89-424456216a91" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccruedInsuranceCurrent_5d57d232-9222-4b3c-a249-a35299f2042f" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_AccruedInsuranceCurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_AccruedandOtherLiabilitiesCurrent_0805e47e-650d-4a2e-be7b-6437505df51a" xlink:to="loc_us-gaap_AccruedInsuranceCurrent_5d57d232-9222-4b3c-a249-a35299f2042f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_OtherAccruedLiabilitiesAndOtherLiabilitiesCurrent_41d3a201-ac37-48e5-8f7b-c529e8680fd7" xlink:href="blmn-20240630.xsd#blmn_OtherAccruedLiabilitiesAndOtherLiabilitiesCurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_AccruedandOtherLiabilitiesCurrent_0805e47e-650d-4a2e-be7b-6437505df51a" xlink:to="loc_blmn_OtherAccruedLiabilitiesAndOtherLiabilitiesCurrent_41d3a201-ac37-48e5-8f7b-c529e8680fd7" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/LongtermDebtNetScheduleofLongtermDebtNetDetails" xlink:type="simple" xlink:href="blmn-20240630.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_LongTermDebt_8cf96556-de59-47e9-99b4-c84b5bb436a9" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_LongTermDebt"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LineOfCredit_0f58d60c-3a0d-42c2-9355-32abe11b4f22" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_LineOfCredit"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebt_8cf96556-de59-47e9-99b4-c84b5bb436a9" xlink:to="loc_us-gaap_LineOfCredit_0f58d60c-3a0d-42c2-9355-32abe11b4f22" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DebtInstrumentCarryingAmount_45eefbda-9e24-4806-9119-cc3668164f69" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_DebtInstrumentCarryingAmount"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebt_8cf96556-de59-47e9-99b4-c84b5bb436a9" xlink:to="loc_us-gaap_DebtInstrumentCarryingAmount_45eefbda-9e24-4806-9119-cc3668164f69" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DebtInstrumentUnamortizedDiscountPremiumAndDebtIssuanceCostsNet_15f5fd60-ced5-4938-8d32-77266705d528" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_DebtInstrumentUnamortizedDiscountPremiumAndDebtIssuanceCostsNet"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebt_8cf96556-de59-47e9-99b4-c84b5bb436a9" xlink:to="loc_us-gaap_DebtInstrumentUnamortizedDiscountPremiumAndDebtIssuanceCostsNet_15f5fd60-ced5-4938-8d32-77266705d528" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/ConvertibleSeniorNotesConvertibleSeniorNotesBalancesDetails" xlink:type="simple" xlink:href="blmn-20240630.xsd#ConvertibleSeniorNotesConvertibleSeniorNotesBalancesDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/ConvertibleSeniorNotesConvertibleSeniorNotesBalancesDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_SeniorNotes_2e02bdba-29f8-48f9-83e6-40fc87c07864" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_SeniorNotes"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DebtInstrumentFaceAmount_d07adf75-e0d6-4013-b262-aace7a1b3af4" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_DebtInstrumentFaceAmount"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_SeniorNotes_2e02bdba-29f8-48f9-83e6-40fc87c07864" xlink:to="loc_us-gaap_DebtInstrumentFaceAmount_d07adf75-e0d6-4013-b262-aace7a1b3af4" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredFinanceCostsNet_2fcdcd94-ecfc-4860-a899-f7d57acad3fe" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_DeferredFinanceCostsNet"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_SeniorNotes_2e02bdba-29f8-48f9-83e6-40fc87c07864" xlink:to="loc_us-gaap_DeferredFinanceCostsNet_2fcdcd94-ecfc-4860-a899-f7d57acad3fe" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/ConvertibleSeniorNotesConvertibleSeniorNotesInterestExpenseDetails" xlink:type="simple" xlink:href="blmn-20240630.xsd#ConvertibleSeniorNotesConvertibleSeniorNotesInterestExpenseDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/ConvertibleSeniorNotesConvertibleSeniorNotesInterestExpenseDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InterestExpenseDebt_02c8e1e1-7dfb-479b-86ba-31e5813452c6" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_InterestExpenseDebt"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InterestExpenseDebtExcludingAmortization_5396f70e-83ea-44bc-aacf-97e20c6b4991" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_InterestExpenseDebtExcludingAmortization"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_InterestExpenseDebt_02c8e1e1-7dfb-479b-86ba-31e5813452c6" xlink:to="loc_us-gaap_InterestExpenseDebtExcludingAmortization_5396f70e-83ea-44bc-aacf-97e20c6b4991" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AmortizationOfFinancingCosts_ec45bb02-d654-4442-8add-45c17d08e392" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_AmortizationOfFinancingCosts"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_InterestExpenseDebt_02c8e1e1-7dfb-479b-86ba-31e5813452c6" xlink:to="loc_us-gaap_AmortizationOfFinancingCosts_ec45bb02-d654-4442-8add-45c17d08e392" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/StockholdersEquityOtherComprehensiveLossIncomeDetails" xlink:type="simple" xlink:href="blmn-20240630.xsd#StockholdersEquityOtherComprehensiveLossIncomeDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/StockholdersEquityOtherComprehensiveLossIncomeDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent_92a0583f-aa81-40ce-8524-de750f18af19" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossAfterReclassificationAndTaxParent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossBeforeReclassificationAfterTax_fb4dca1a-2808-45d1-b2e8-fe212807cd58" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_92a0583f-aa81-40ce-8524-de750f18af19" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossBeforeReclassificationAfterTax_fb4dca1a-2808-45d1-b2e8-fe212807cd58" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationAfterTax_b99ef232-596d-4201-a030-6c8bdcbec4e6" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_92a0583f-aa81-40ce-8524-de750f18af19" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossCashFlowHedgeGainLossReclassificationAfterTax_b99ef232-596d-4201-a030-6c8bdcbec4e6" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/LeasesLesseeLeaseAssetsandLiabilitiesDetails" xlink:type="simple" xlink:href="blmn-20240630.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_6ec7689c-b653-4934-acb4-e79f87192909" xlink:href="blmn-20240630.xsd#blmn_LeaseLiability"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityCurrent_a545bf13-a219-4d6b-b532-c68f788018fd" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_6ec7689c-b653-4934-acb4-e79f87192909" xlink:to="loc_us-gaap_OperatingLeaseLiabilityCurrent_a545bf13-a219-4d6b-b532-c68f788018fd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseLiabilityCurrent_fb74ad04-136a-4b1c-a3c5-162a3a5d967d" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_6ec7689c-b653-4934-acb4-e79f87192909" xlink:to="loc_us-gaap_FinanceLeaseLiabilityCurrent_fb74ad04-136a-4b1c-a3c5-162a3a5d967d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_ad9f6d9c-f9f0-422f-a566-b066ade9e237" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_OperatingLeaseLiabilityNoncurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_blmn_LeaseLiability_6ec7689c-b653-4934-acb4-e79f87192909" xlink:to="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_ad9f6d9c-f9f0-422f-a566-b066ade9e237" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseLiabilityNoncurrent_22668d57-83a6-4127-b84c-34ec12f58304" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_6ec7689c-b653-4934-acb4-e79f87192909" xlink:to="loc_us-gaap_FinanceLeaseLiabilityNoncurrent_22668d57-83a6-4127-b84c-34ec12f58304" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_LeaseRightofUseAssets_f77ef886-c068-49ec-b95e-02698ac04afd" xlink:href="blmn-20240630.xsd#blmn_LeaseRightofUseAssets"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseRightOfUseAsset_18011fcb-936d-4db1-a4b4-881d9a540964" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_f77ef886-c068-49ec-b95e-02698ac04afd" xlink:to="loc_us-gaap_OperatingLeaseRightOfUseAsset_18011fcb-936d-4db1-a4b4-881d9a540964" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseRightOfUseAsset_8f6bc63d-7e02-4523-b658-243ed55f2f36" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_f77ef886-c068-49ec-b95e-02698ac04afd" xlink:to="loc_us-gaap_FinanceLeaseRightOfUseAsset_8f6bc63d-7e02-4523-b658-243ed55f2f36" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/LeasesLesseeLeaseCostsDetails" xlink:type="simple" xlink:href="blmn-20240630.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_8e0d9769-1416-4d6b-bd19-5d8affb33a46" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_LeaseCost"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseCost_94cb2fa6-015d-4789-a520-5be2eff0977d" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_OperatingLeaseCost"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_8e0d9769-1416-4d6b-bd19-5d8affb33a46" xlink:to="loc_us-gaap_OperatingLeaseCost_94cb2fa6-015d-4789-a520-5be2eff0977d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_VariableLeaseCost_aea71983-36ef-4821-9e15-c8dc61a98876" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_8e0d9769-1416-4d6b-bd19-5d8affb33a46" xlink:to="loc_us-gaap_VariableLeaseCost_aea71983-36ef-4821-9e15-c8dc61a98876" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseRightOfUseAssetAmortization_a293d902-f738-44fa-aac4-826f8dfc212f" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_8e0d9769-1416-4d6b-bd19-5d8affb33a46" xlink:to="loc_us-gaap_FinanceLeaseRightOfUseAssetAmortization_a293d902-f738-44fa-aac4-826f8dfc212f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_FinanceLeaseInterestExpense_d13067f9-bba5-4d13-9423-470989c85625" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_8e0d9769-1416-4d6b-bd19-5d8affb33a46" xlink:to="loc_us-gaap_FinanceLeaseInterestExpense_d13067f9-bba5-4d13-9423-470989c85625" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_SubleaseIncome_1b84a6c8-3459-44b1-bbcb-7f845fe401bd" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.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_8e0d9769-1416-4d6b-bd19-5d8affb33a46" xlink:to="loc_us-gaap_SubleaseIncome_1b84a6c8-3459-44b1-bbcb-7f845fe401bd" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.bloominbrands.com/role/FairValueMeasurementsFairValueMeasurementsonaRecurringBasisTableDetails" xlink:type="simple" xlink:href="blmn-20240630.xsd#FairValueMeasurementsFairValueMeasurementsonaRecurringBasisTableDetails"/>
  <link:calculationLink xlink:role="http://www.bloominbrands.com/role/FairValueMeasurementsFairValueMeasurementsonaRecurringBasisTableDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsFairValueDisclosure_bc1340d9-6529-4a7d-a971-45c356ab0895" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_AssetsFairValueDisclosure"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashAndCashEquivalentsFairValueDisclosure_1bb1129f-9204-4955-bcda-0249f5bc8f47" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_CashAndCashEquivalentsFairValueDisclosure"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsFairValueDisclosure_bc1340d9-6529-4a7d-a971-45c356ab0895" xlink:to="loc_us-gaap_CashAndCashEquivalentsFairValueDisclosure_1bb1129f-9204-4955-bcda-0249f5bc8f47" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_blmn_RestrictedCashAndCashEquivalentsFairValueDisclosure_2e8aee6d-d59b-4254-a346-52858676ddff" xlink:href="blmn-20240630.xsd#blmn_RestrictedCashAndCashEquivalentsFairValueDisclosure"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsFairValueDisclosure_bc1340d9-6529-4a7d-a971-45c356ab0895" xlink:to="loc_blmn_RestrictedCashAndCashEquivalentsFairValueDisclosure_2e8aee6d-d59b-4254-a346-52858676ddff" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DerivativeAssetsCurrent_6e3d5bf9-04e2-4aa9-83be-239106751e3b" xlink:href="https://xbrl.fasb.org/us-gaap/2023/elts/us-gaap-2023.xsd#us-gaap_DerivativeAssetsCurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsFairValueDisclosure_bc1340d9-6529-4a7d-a971-45c356ab0895" xlink:to="loc_us-gaap_DerivativeAssetsCurrent_6e3d5bf9-04e2-4aa9-83be-239106751e3b" xlink:type="arc"/>
  </link:calculationLink>
</link:linkbase>
