diff --git a/src/sagemaker/image_uri_config/sagemaker-tritonserver.json b/src/sagemaker/image_uri_config/sagemaker-tritonserver.json
new file mode 100644
index 0000000000..82397d913e
--- /dev/null
+++ b/src/sagemaker/image_uri_config/sagemaker-tritonserver.json
@@ -0,0 +1,75 @@
+{
+	"processors": [
+		"cpu",
+		"gpu"
+	],
+	"scope": [
+		"inference"
+	],
+	"versions": {
+		"23.12": {
+			"registries": {
+				"af-south-1": "626614931356",
+				"il-central-1": "780543022126",
+				"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-west-1": "763104351884",
+				"us-west-2": "763104351884",
+				"ca-west-1": "204538143572"
+			},
+			"repository": "sagemaker-tritonserver",
+			"tag_prefix": "23.12-py3"
+		},
+		"24.01": {
+			"registries": {
+				"af-south-1": "626614931356",
+				"il-central-1": "780543022126",
+				"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-west-1": "763104351884",
+				"us-west-2": "763104351884",
+				"ca-west-1": "204538143572"
+			},
+			"repository": "sagemaker-tritonserver",
+			"tag_prefix": "24.01-py3"
+		}
+	}
+}
\ No newline at end of file
diff --git a/src/sagemaker/image_uris.py b/src/sagemaker/image_uris.py
index 252bf3c504..8498027079 100644
--- a/src/sagemaker/image_uris.py
+++ b/src/sagemaker/image_uris.py
@@ -44,6 +44,7 @@
 INFERENCE_GRAVITON = "inference_graviton"
 DATA_WRANGLER_FRAMEWORK = "data-wrangler"
 STABILITYAI_FRAMEWORK = "stabilityai"
+SAGEMAKER_TRITONSERVER_FRAMEWORK = "sagemaker-tritonserver"
 
 
 @override_pipeline_parameter_var
@@ -335,6 +336,11 @@ def _get_image_tag(
             if key in container_versions:
                 tag = "-".join([tag, container_versions[key]])
 
+    # Triton images don't have a trailing -gpu tag. Only -cpu images do.
+    if framework == SAGEMAKER_TRITONSERVER_FRAMEWORK:
+        if processor == "gpu":
+            tag = tag.rstrip("-gpu")
+
     return tag
 
 
diff --git a/tests/unit/sagemaker/image_uris/expected_uris.py b/tests/unit/sagemaker/image_uris/expected_uris.py
index 438a00a038..094323ef0b 100644
--- a/tests/unit/sagemaker/image_uris/expected_uris.py
+++ b/tests/unit/sagemaker/image_uris/expected_uris.py
@@ -84,6 +84,13 @@ def djl_framework_uri(repo, account, tag, region=REGION):
     return IMAGE_URI_FORMAT.format(account, region, domain, repo, tag)
 
 
+def sagemaker_triton_framework_uri(repo, account, tag, processor="gpu", region=REGION):
+    domain = ALTERNATE_DOMAINS.get(region, DOMAIN)
+    if processor == "cpu":
+        tag = f"{tag}-cpu"
+    return IMAGE_URI_FORMAT.format(account, region, domain, repo, tag)
+
+
 def huggingface_llm_framework_uri(
     repo,
     account,
diff --git a/tests/unit/sagemaker/image_uris/test_sagemaker_tritonserver.py b/tests/unit/sagemaker/image_uris/test_sagemaker_tritonserver.py
new file mode 100644
index 0000000000..7dd75fc3b8
--- /dev/null
+++ b/tests/unit/sagemaker/image_uris/test_sagemaker_tritonserver.py
@@ -0,0 +1,55 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License"). You
+# may not use this file except in compliance with the License. A copy of
+# the License is located at
+#
+#     http://aws.amazon.com/apache2.0/
+#
+# or in the "license" file accompanying this file. This file is
+# distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
+# ANY KIND, either express or implied. See the License for the specific
+# language governing permissions and limitations under the License.
+from __future__ import absolute_import
+import pytest
+from sagemaker import image_uris
+from tests.unit.sagemaker.image_uris import expected_uris
+
+INSTANCE_TYPES = {"cpu": "ml.c4.xlarge", "gpu": "ml.p2.xlarge"}
+
+
+@pytest.mark.parametrize(
+    "load_config_and_file_name",
+    ["sagemaker-tritonserver.json"],
+    indirect=True,
+)
+def test_sagemaker_tritonserver_uris(load_config_and_file_name):
+    config, file_name = load_config_and_file_name
+    framework = file_name.split(".json")[0]
+    VERSIONS = config["versions"]
+    processors = config["processors"]
+    for version in VERSIONS:
+        ACCOUNTS = config["versions"][version]["registries"]
+        tag = config["versions"][version]["tag_prefix"]
+        for processor in processors:
+            instance_type = INSTANCE_TYPES[processor]
+            for region in ACCOUNTS.keys():
+                _test_sagemaker_tritonserver_uris(
+                    ACCOUNTS[region], region, version, tag, framework, instance_type, processor
+                )
+
+
+def _test_sagemaker_tritonserver_uris(
+    account, region, version, tag, triton_framework, instance_type, processor
+):
+    uri = image_uris.retrieve(
+        framework=triton_framework, region=region, version=version, instance_type=instance_type
+    )
+    expected = expected_uris.sagemaker_triton_framework_uri(
+        "sagemaker-tritonserver",
+        account,
+        tag,
+        processor,
+        region,
+    )
+    assert expected == uri