diff --git a/html/previews.json b/html/previews.json
index 4f3354c86..e27e2513f 100644
--- a/html/previews.json
+++ b/html/previews.json
@@ -26,5 +26,5 @@
   "vladmandic--Qwen-Lightning-Edit": "models/Reference/Qwen-Lightning.jpg",
   "Wan-AI--Wan2.2-T2V-A14B-Diffusers": "models/Reference/Wan-AI--Wan2.2-T2V-A14B-Diffusers.jpg",
   "Wan-AI--Wan2.1-T2V-14B-Diffusers": "models/Reference/Wan-AI--Wan2.1-T2V-14B-Diffusers.jpg",
-  "linoyts--Wan2.2-VACE-Fun-14B-diffusers": "models/Reference/Wan-AI--Wan2.2-T2V-A14B-Diffusers.jpg"
+  "linoyts--Wan2.2-VACE-Fun-14B-diffusers": "models/Reference/linoyts--Wan2.2-VACE-Fun-14B-diffusers.jpg"
 }
diff --git a/html/reference.json b/html/reference.json
index 79a0980fe..e2615f0e4 100644
--- a/html/reference.json
+++ b/html/reference.json
@@ -14,13 +14,13 @@
 
   "Juggernaut XL XI": {
     "path": "juggernautXL_juggXIByRundiffusion.safetensors@https://civitai.com/api/download/models/782002",
-    "preview": "juggernautXL_v9Rundiffusionphoto2.jpg",
+    "preview": "juggernautXL_juggXIByRundiffusion.jpg",
     "desc": "Showcase finetuned model based on Stable diffusion XL",
     "extras": "sampler: DEIS, steps: 20, cfg_scale: 6.0"
   },
   "Juggernaut XL XI Lightning": {
     "path": "juggernautXL_juggXILightningByRD.safetensors@https://civitai.com/api/download/models/920957",
-    "preview": "juggernautXL_v9Rdphoto2Lightning.jpg",
+    "preview": "juggernautXL_juggXILightningByRD.jpg",
     "desc": "Showcase finetuned model based on Stable diffusion XL",
     "extras": "sampler: DPM SDE, steps: 6, cfg_scale: 2.0"
   },
@@ -287,7 +287,7 @@
   },
   "Wan-AI Wan2.2 14B VACE": {
     "path": "linoyts/Wan2.2-VACE-Fun-14B-diffusers",
-    "preview": "Wan-AI--Wan2.2-T2V-A14B-Diffusers.jpg",
+    "preview": "linoyts--Wan2.2-VACE-Fun-14B-diffusers.jpg",
     "desc": "Wan2.2, offering more powerful capabilities, better performance, and superior visual quality. With Wan2.2, we have focused on incorporating the following technical innovations: MoE Architecture, Data Scalling, Cinematic Aesthetics, Efficient High-Definition Hybrid",
     "skip": true,
     "extras": "sampler: Default"
diff --git a/models/Reference/briaai--BRIA-3.2.jpg b/models/Reference/briaai--BRIA-3.2.jpg
index dc7067ec5..91476ba26 100644
Binary files a/models/Reference/briaai--BRIA-3.2.jpg and b/models/Reference/briaai--BRIA-3.2.jpg differ
diff --git a/models/Reference/juggernautXL_v9Rundiffusionphoto2.jpg b/models/Reference/juggernautXL_juggXIByRundiffusion.jpg
similarity index 100%
rename from models/Reference/juggernautXL_v9Rundiffusionphoto2.jpg
rename to models/Reference/juggernautXL_juggXIByRundiffusion.jpg
diff --git a/models/Reference/juggernautXL_v9Rdphoto2Lightning.jpg b/models/Reference/juggernautXL_juggXILightningByRD.jpg
similarity index 100%
rename from models/Reference/juggernautXL_v9Rdphoto2Lightning.jpg
rename to models/Reference/juggernautXL_juggXILightningByRD.jpg
diff --git a/models/Reference/kandinsky-community--kandinsky-2-1.jpg b/models/Reference/kandinsky-community--kandinsky-2-1.jpg
index 2fb28d1a4..bebbd6379 100644
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diff --git a/models/Reference/kandinsky-community--kandinsky-2-2-decoder.jpg b/models/Reference/kandinsky-community--kandinsky-2-2-decoder.jpg
index 743fe024c..75f7ba309 100644
Binary files a/models/Reference/kandinsky-community--kandinsky-2-2-decoder.jpg and b/models/Reference/kandinsky-community--kandinsky-2-2-decoder.jpg differ
diff --git a/models/Reference/kandinsky-community--kandinsky-3.jpg b/models/Reference/kandinsky-community--kandinsky-3.jpg
index f54af2b8c..933463d44 100644
Binary files a/models/Reference/kandinsky-community--kandinsky-3.jpg and b/models/Reference/kandinsky-community--kandinsky-3.jpg differ
diff --git a/models/Reference/linoyts--Wan2.2-VACE-Fun-14B-diffusers.jpg b/models/Reference/linoyts--Wan2.2-VACE-Fun-14B-diffusers.jpg
new file mode 100644
index 000000000..dbde7389b
Binary files /dev/null and b/models/Reference/linoyts--Wan2.2-VACE-Fun-14B-diffusers.jpg differ
diff --git a/models/Reference/vladmandic--flux.1-dev-SRPO.jpg b/models/Reference/vladmandic--flux.1-dev-SRPO.jpg
index 436efbba2..986483517 100644
Binary files a/models/Reference/vladmandic--flux.1-dev-SRPO.jpg and b/models/Reference/vladmandic--flux.1-dev-SRPO.jpg differ