diff --git a/data/reference-quant.json b/data/reference-quant.json
index 0869aa52c..edeb0dbf2 100644
--- a/data/reference-quant.json
+++ b/data/reference-quant.json
@@ -238,7 +238,7 @@
   },
   "Baidu ERNIE-Image sdnq-dynamic-int4": {
     "path": "OzzyGT/ERNIE_Image_sdnq_dynamic_int4",
-    "preview": "baidu--ERNIE-Image.jpg",
+    "preview": "OzzyGT--ERNIE_Image_sdnq_dynamic_int4.jpg",
     "desc": "ERNIE-Image is a text-to-image diffusion transformer model that combines a Mistral3 text encoder with a FlowMatch transformer and Flux2-style VAE for 1024px image generation.",
     "skip": true,
     "extras": "sampler: Default, cfg_scale: 4.0, steps: 50",
@@ -247,7 +247,7 @@
   },
   "Baidu ERNIE-Image-Turbo sdnq-dynamic-int4": {
     "path": "OzzyGT/ERNIE_Image_Turbo_sdnq_dynamic_int4",
-    "preview": "baidu--ERNIE-Image-Turbo.jpg",
+    "preview": "OzzyGT--ERNIE_Image_Turbo_sdnq_dynamic_int4.jpg",
     "desc": "ERNIE-Image-Turbo is a distilled ERNIE-Image variant optimized for fast generation with fewer denoising steps.",
     "skip": true,
     "extras": "sampler: Default, cfg_scale: 1.0, steps: 8",
diff --git a/models/Reference/OzzyGT--ERNIE_Image_Turbo_sdnq_dynamic_int4.jpg b/models/Reference/OzzyGT--ERNIE_Image_Turbo_sdnq_dynamic_int4.jpg
new file mode 100644
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index 000000000..77896c6c6
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diff --git a/models/Reference/baidu--ERNIE-Image-Turbo.jpg b/models/Reference/baidu--ERNIE-Image-Turbo.jpg
index 73c5f7c09..6adf7bd31 100644
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index 49cb777b3..77e872e02 100644
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diff --git a/models/Reference/briaai--FIBO.jpg b/models/Reference/briaai--FIBO.jpg
index b05e7e260..b93f2a163 100644
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diff --git a/models/Reference/briaai--Fibo-Edit.jpg b/models/Reference/briaai--Fibo-Edit.jpg
index 9b5ef97e3..e21db5050 100644
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index 41cf0c350..3bf59057c 100644
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diff --git a/models/Reference/lodestones--Zeta-Chroma.jpg b/models/Reference/lodestones--Zeta-Chroma.jpg
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