diff --git a/src/sagemaker/image_uri_config/autogluon.json b/src/sagemaker/image_uri_config/autogluon.json
index 590b6e5f82..2fab95eefc 100644
--- a/src/sagemaker/image_uri_config/autogluon.json
+++ b/src/sagemaker/image_uri_config/autogluon.json
@@ -4,7 +4,8 @@
         "version_aliases": {
             "0.3": "0.3.2",
             "0.4": "0.4.3",
-            "0.5": "0.5.2"
+            "0.5": "0.5.2",
+            "0.6": "0.6.1"
         },
         "versions": {
             "0.3.1": {
@@ -101,6 +102,7 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "autogluon-training",
+                "processors": ["cpu", "gpu"],
                 "py_versions": ["py38"]
             },
             "0.4.2": {
@@ -133,6 +135,7 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "autogluon-training",
+                "processors": ["cpu", "gpu"],
                 "py_versions": ["py38"]
             },
             "0.4.3": {
@@ -165,6 +168,7 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "autogluon-training",
+                "processors": ["cpu", "gpu"],
                 "py_versions": ["py38"]
             },
             "0.5.2": {
@@ -197,6 +201,39 @@
                     "us-west-2": "763104351884"
                 },
                 "repository": "autogluon-training",
+                "processors": ["cpu", "gpu"],
+                "py_versions": ["py38"]
+            },
+            "0.6.1": {
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-3": "907027046896",
+                    "ca-central-1": "763104351884",
+                    "eu-central-1": "763104351884",
+                    "eu-north-1": "763104351884",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "me-south-1": "217643126080",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-iso-east-1": "886529160074",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "autogluon-training",
+                "processors": ["cpu", "gpu"],
                 "py_versions": ["py38"]
             }
         }
@@ -205,7 +242,8 @@
         "version_aliases": {
             "0.3": "0.3.2",
             "0.4": "0.4.3",
-            "0.5": "0.5.2"
+            "0.5": "0.5.2",
+            "0.6": "0.6.1"
         },
         "versions": {
             "0.3.1": {
@@ -435,6 +473,40 @@
                 "repository": "autogluon-inference",
                 "processors": ["cpu", "gpu"],
                 "py_versions": ["py38"]
+            },
+            "0.6.1": {
+                "registries": {
+                    "af-south-1": "626614931356",
+                    "ap-east-1": "871362719292",
+                    "ap-northeast-1": "763104351884",
+                    "ap-northeast-2": "763104351884",
+                    "ap-northeast-3": "364406365360",
+                    "ap-south-1": "763104351884",
+                    "ap-southeast-1": "763104351884",
+                    "ap-southeast-2": "763104351884",
+                    "ap-southeast-3": "907027046896",
+                    "ca-central-1": "763104351884",
+                    "cn-north-1": "727897471807",
+                    "cn-northwest-1": "727897471807",
+                    "eu-central-1": "763104351884",
+                    "eu-north-1": "763104351884",
+                    "eu-west-1": "763104351884",
+                    "eu-west-2": "763104351884",
+                    "eu-west-3": "763104351884",
+                    "eu-south-1": "692866216735",
+                    "me-south-1": "217643126080",
+                    "sa-east-1": "763104351884",
+                    "us-east-1": "763104351884",
+                    "us-east-2": "763104351884",
+                    "us-gov-east-1": "446045086412",
+                    "us-gov-west-1": "442386744353",
+                    "us-iso-east-1": "886529160074",
+                    "us-west-1": "763104351884",
+                    "us-west-2": "763104351884"
+                },
+                "repository": "autogluon-inference",
+                "processors": ["cpu", "gpu"],
+                "py_versions": ["py38"]
             }
         }
     }
diff --git a/tests/unit/sagemaker/image_uris/test_autogluon.py b/tests/unit/sagemaker/image_uris/test_autogluon.py
index 7f7aea2850..d4b9690505 100644
--- a/tests/unit/sagemaker/image_uris/test_autogluon.py
+++ b/tests/unit/sagemaker/image_uris/test_autogluon.py
@@ -37,12 +37,25 @@
     "sa-east-1": "763104351884",
     "us-east-1": "763104351884",
     "us-east-2": "763104351884",
+    "us-gov-east-1": "446045086412",
     "us-gov-west-1": "442386744353",
     "us-iso-east-1": "886529160074",
     "us-west-1": "763104351884",
     "us-west-2": "763104351884",
 }
-VERSIONS = ["0.3.1", "0.3.2", "0.4.0", "0.4.2", "0.4.3", "0.3", "0.4", "0.5.2", "0.5"]
+VERSIONS = [
+    "0.3.1",
+    "0.3.2",
+    "0.4.0",
+    "0.4.2",
+    "0.4.3",
+    "0.3",
+    "0.4",
+    "0.5.2",
+    "0.5",
+    "0.6.1",
+    "0.6",
+]
 SCOPES = ["training", "inference"]
 PROCESSORS = ["cpu", "gpu"]