diff --git a/data/reference.json b/data/reference.json
index 7e46786ff..61ebecabf 100644
--- a/data/reference.json
+++ b/data/reference.json
@@ -947,7 +947,7 @@
 
   "StepFun Step1X-Edit v1.1": {
     "path": "stepfun-ai/Step1X-Edit-v1p1-diffusers",
-    "preview": "stepfun-ai--Step1X-Edit-v1p1.jpg",
+    "preview": "stepfun-ai--Step1X-Edit-v1p1-diffusers.jpg",
     "desc": "Multimodal image editing model using Step1X transformer architecture with Qwen2.5-VL text encoding, trained with Flow Matching scheduler for high-quality in-context image edits and refinements.",
     "skip": true,
     "extras": "sampler: Default",
diff --git a/models/Reference/jdopensource--JoyAI-Image-Edit-Diffusers.jpg b/models/Reference/jdopensource--JoyAI-Image-Edit-Diffusers.jpg
index e69de29bb..ba1c7c984 100644
Binary files a/models/Reference/jdopensource--JoyAI-Image-Edit-Diffusers.jpg and b/models/Reference/jdopensource--JoyAI-Image-Edit-Diffusers.jpg differ