diff --git a/html/reference.json b/html/reference.json
index 884489e93..4254e847f 100644
--- a/html/reference.json
+++ b/html/reference.json
@@ -150,7 +150,7 @@
     "desc": "FLUX.2 generates high-quality images while maintaining character and style consistency across multiple reference images, following structured prompts, reading and writing complex text, adhering to brand guidelines, and reliably handling lighting, layouts, and logos.",
     "skip": true,
     "extras": "",
-    "size": 0,
+    "size": 104.74,
     "date": "2025 November"
   },
   "Tencent FLUX.1 Dev SRPO": {
@@ -981,12 +981,12 @@
   },
   "FLUX.2 Dev sdnq-svd-uint4": {
     "path": "Disty0/FLUX.2-dev-SDNQ-uint4-svd-r32",
-    "preview": "black-forest-labs--FLUX.2-dev.jpg",
+    "preview": "Disty0--FLUX.2-dev-SDNQ-uint4-svd-r32.jpg",
     "desc": "Quantization of black-forest-labs/FLUX.2-dev using SDNQ: sdnq-svd 4-bit uint with svd rank 32",
     "skip": true,
     "tags": "quantized",
     "extras": "",
-    "size": 0,
+    "size": 31.58,
     "date": "2025 November"
   },
   "Chroma1-HD sdnq-svd-uint4": {
diff --git a/models/Reference/Disty0--FLUX.2-dev-SDNQ-uint4-svd-r32.jpg b/models/Reference/Disty0--FLUX.2-dev-SDNQ-uint4-svd-r32.jpg
new file mode 100644
index 000000000..dbb9b2b5a
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diff --git a/models/Reference/black-forest-labs--FLUX.2-dev.jpg b/models/Reference/black-forest-labs--FLUX.2-dev.jpg
index 9a65b92b3..29627643b 100644
Binary files a/models/Reference/black-forest-labs--FLUX.2-dev.jpg and b/models/Reference/black-forest-labs--FLUX.2-dev.jpg differ