diff --git a/frigate/api/classification.py b/frigate/api/classification.py
index 81112933c..f2c6ac06b 100644
--- a/frigate/api/classification.py
+++ b/frigate/api/classification.py
@@ -7,7 +7,7 @@ import shutil
 from typing import Any
 
 import cv2
-from fastapi import APIRouter, Depends, Request, UploadFile
+from fastapi import APIRouter, BackgroundTasks, Depends, Request, UploadFile
 from fastapi.responses import JSONResponse
 from pathvalidate import sanitize_filename
 from peewee import DoesNotExist
@@ -19,10 +19,12 @@ from frigate.api.defs.request.classification_body import (
     RenameFaceBody,
 )
 from frigate.api.defs.tags import Tags
+from frigate.config import FrigateConfig
 from frigate.config.camera import DetectConfig
-from frigate.const import FACE_DIR
+from frigate.const import FACE_DIR, MODEL_CACHE_DIR
 from frigate.embeddings import EmbeddingsContext
 from frigate.models import Event
+from frigate.util.classification import train_classification_model
 from frigate.util.path import get_event_snapshot
 
 logger = logging.getLogger(__name__)
@@ -424,3 +426,32 @@ def transcribe_audio(request: Request, body: AudioTranscriptionBody):
             },
             status_code=500,
         )
+
+
+# custom classification training
+
+
+@router.post("/classification/{name}/train")
+async def train_configured_model(
+    request: Request, name: str, background_tasks: BackgroundTasks
+):
+    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,
+        )
+
+    background_tasks.add_task(
+        train_classification_model, os.path.join(MODEL_CACHE_DIR, name)
+    )
+    return JSONResponse(
+        content={"success": True, "message": "Started classification model training."},
+        status_code=200,
+    )
diff --git a/frigate/data_processing/real_time/custom_classification.py b/frigate/data_processing/real_time/custom_classification.py
index 8bdf64033..4348afce6 100644
--- a/frigate/data_processing/real_time/custom_classification.py
+++ b/frigate/data_processing/real_time/custom_classification.py
@@ -129,7 +129,11 @@ class CustomStateClassificationProcessor(RealTimeProcessorApi):
         score = round(probs[best_id], 2)
 
         write_classification_attempt(
-            self.train_dir, frame, now, self.labelmap[best_id], score
+            self.train_dir,
+            cv2.cvtColor(frame, cv2.COLOR_RGB2BGR),
+            now,
+            self.labelmap[best_id],
+            score,
         )
 
         if score >= camera_config.threshold:
@@ -214,7 +218,11 @@ class CustomObjectClassificationProcessor(RealTimeProcessorApi):
         previous_score = self.detected_objects.get(obj_data["id"], 0.0)
 
         write_classification_attempt(
-            self.train_dir, frame, now, self.labelmap[best_id], score
+            self.train_dir,
+            cv2.cvtColor(frame, cv2.COLOR_RGB2BGR),
+            now,
+            self.labelmap[best_id],
+            score,
         )
 
         if score <= previous_score:
diff --git a/frigate/embeddings/maintainer.py b/frigate/embeddings/maintainer.py
index 25601f014..9a2378221 100644
--- a/frigate/embeddings/maintainer.py
+++ b/frigate/embeddings/maintainer.py
@@ -150,10 +150,10 @@ class EmbeddingMaintainer(threading.Thread):
                 )
             )
 
-        for name, model_config in self.config.classification.custom.items():
+        for model_config in self.config.classification.custom.values():
             self.realtime_processors.append(
                 CustomStateClassificationProcessor(
-                    self.config, model_config, name, self.requestor, self.metrics
+                    self.config, model_config, self.requestor, self.metrics
                 )
                 if model_config.state_config != None
                 else CustomObjectClassificationProcessor(