diff --git a/frigate/api/classification.py b/frigate/api/classification.py
index 48b26e355..84c47ddaa 100644
--- a/frigate/api/classification.py
+++ b/frigate/api/classification.py
@@ -680,6 +680,97 @@ def delete_classification_dataset_images(
     )
 
 
+@router.put(
+    "/classification/{name}/dataset/{old_category}/rename",
+    response_model=GenericResponse,
+    dependencies=[Depends(require_role(["admin"]))],
+    summary="Rename a classification category",
+    description="""Renames a classification category for a given classification model.
+    The old category must exist and the new name must be valid. Returns a success message or an error if the name is invalid.""",
+)
+def rename_classification_category(
+    request: Request, name: str, old_category: str, body: dict = None
+):
+    config: FrigateConfig = request.app.frigate_config
+
+    if name not in config.classification.custom:
+        return JSONResponse(
+            content=(
+                {
+                    "success": False,
+                    "message": f"{name} is not a known classification model.",
+                }
+            ),
+            status_code=404,
+        )
+
+    json: dict[str, Any] = body or {}
+    new_category = sanitize_filename(json.get("new_category", ""))
+
+    if not new_category:
+        return JSONResponse(
+            content=(
+                {
+                    "success": False,
+                    "message": "New category name is required.",
+                }
+            ),
+            status_code=400,
+        )
+
+    old_folder = os.path.join(
+        CLIPS_DIR, sanitize_filename(name), "dataset", sanitize_filename(old_category)
+    )
+    new_folder = os.path.join(
+        CLIPS_DIR, sanitize_filename(name), "dataset", new_category
+    )
+
+    if not os.path.exists(old_folder):
+        return JSONResponse(
+            content=(
+                {
+                    "success": False,
+                    "message": f"Category {old_category} does not exist.",
+                }
+            ),
+            status_code=404,
+        )
+
+    if os.path.exists(new_folder):
+        return JSONResponse(
+            content=(
+                {
+                    "success": False,
+                    "message": f"Category {new_category} already exists.",
+                }
+            ),
+            status_code=400,
+        )
+
+    try:
+        os.rename(old_folder, new_folder)
+        return JSONResponse(
+            content=(
+                {
+                    "success": True,
+                    "message": f"Successfully renamed category to {new_category}.",
+                }
+            ),
+            status_code=200,
+        )
+    except Exception as e:
+        logger.error(f"Error renaming category: {e}")
+        return JSONResponse(
+            content=(
+                {
+                    "success": False,
+                    "message": f"Failed to rename category: {str(e)}",
+                }
+            ),
+            status_code=500,
+        )
+
+
 @router.post(
     "/classification/{name}/dataset/categorize",
     response_model=GenericResponse,
diff --git a/web/public/locales/en/views/classificationModel.json b/web/public/locales/en/views/classificationModel.json
index 803c579f1..65118f227 100644
--- a/web/public/locales/en/views/classificationModel.json
+++ b/web/public/locales/en/views/classificationModel.json
@@ -22,7 +22,8 @@
       "categorizedImage": "Successfully Classified Image",
       "trainedModel": "Successfully trained model.",
       "trainingModel": "Successfully started model training.",
-      "updatedModel": "Successfully updated model configuration"
+      "updatedModel": "Successfully updated model configuration",
+      "renamedCategory": "Successfully renamed class to {{name}}"
     },
     "error": {
       "deleteImageFailed": "Failed to delete: {{errorMessage}}",
@@ -30,7 +31,8 @@
       "deleteModelFailed": "Failed to delete model: {{errorMessage}}",
       "categorizeFailed": "Failed to categorize image: {{errorMessage}}",
       "trainingFailed": "Failed to start model training: {{errorMessage}}",
-      "updateModelFailed": "Failed to update model: {{errorMessage}}"
+      "updateModelFailed": "Failed to update model: {{errorMessage}}",
+      "renameCategoryFailed": "Failed to rename class: {{errorMessage}}"
     }
   },
   "deleteCategory": {
diff --git a/web/src/views/classification/ModelTrainingView.tsx b/web/src/views/classification/ModelTrainingView.tsx
index 5fe614145..697483897 100644
--- a/web/src/views/classification/ModelTrainingView.tsx
+++ b/web/src/views/classification/ModelTrainingView.tsx
@@ -187,6 +187,37 @@ export default function ModelTrainingView({ model }: ModelTrainingViewProps) {
     null,
   );
 
+  const onRename = useCallback(
+    (old_name: string, new_name: string) => {
+      axios
+        .put(`/classification/${model.name}/dataset/${old_name}/rename`, {
+          new_category: new_name,
+        })
+        .then((resp) => {
+          if (resp.status == 200) {
+            toast.success(
+              t("toast.success.renamedCategory", { name: new_name }),
+              {
+                position: "top-center",
+              },
+            );
+            setPageToggle(new_name);
+            refreshDataset();
+          }
+        })
+        .catch((error) => {
+          const errorMessage =
+            error.response?.data?.message ||
+            error.response?.data?.detail ||
+            "Unknown error";
+          toast.error(t("toast.error.renameCategoryFailed", { errorMessage }), {
+            position: "top-center",
+          });
+        });
+    },
+    [model, setPageToggle, refreshDataset, t],
+  );
+
   const onDelete = useCallback(
     (ids: string[], isName: boolean = false, category?: string) => {
       const targetCategory = category || pageToggle;
@@ -354,7 +385,7 @@ export default function ModelTrainingView({ model }: ModelTrainingViewProps) {
               trainImages={trainImages || []}
               setPageToggle={setPageToggle}
               onDelete={onDelete}
-              onRename={() => {}}
+              onRename={onRename}
             />
           </div>
         )}