diff --git a/html/reference.json b/html/reference.json
index 7d573ba54..93e6438be 100644
--- a/html/reference.json
+++ b/html/reference.json
@@ -925,7 +925,7 @@
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-    "preview": "Disty0--FLUX.1-dev-SDNQ-uint4-svd-r32.jpg",
+    "preview": "Disty0--FLUX.1-schnell-SDNQ-uint4-svd-r32.jpg",
     "desc": "Quantization of black-forest-labs/FLUX.1-schnell using SDNQ: sdnq-svd 4-bit uint with svd rank 32",
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     "tags": "quantized",
@@ -935,7 +935,7 @@
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   "FLUX.1-Dev Krea sdnq-svd-uint4": {
     "path": "Disty0/FLUX.1-Krea-dev-SDNQ-uint4-svd-r32",
-    "preview": "Disty0--FLUX.1-dev-SDNQ-uint4-svd-r32.jpg",
+    "preview": "Disty0--FLUX.1-Krea-dev-SDNQ-uint4-svd-r32.jpg",
     "desc": "Quantization of black-forest-labs/FLUX.1-Krea-dev using SDNQ: sdnq-svd 4-bit uint with svd rank 32",
     "skip": true,
     "tags": "quantized",
@@ -945,7 +945,7 @@
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   "FLUX.1-Dev Kontext sdnq-svd-uint4": {
     "path": "Disty0/FLUX.1-Kontext-dev-SDNQ-uint4-svd-r32",
-    "preview": "Disty0--FLUX.1-dev-SDNQ-uint4-svd-r32.jpg",
+    "preview": "Disty0--FLUX.1-Kontext-dev-SDNQ-uint4-svd-r32.jpg",
     "desc": "Quantization of black-forest-labs/FLUX.1-Kontext-dev using SDNQ: sdnq-svd 4-bit uint with svd rank 32",
     "skip": true,
     "tags": "quantized",
@@ -1015,7 +1015,7 @@
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   "nVidia ChronoEdit sdnq-svd-uint4": {
     "path": "Disty0/ChronoEdit-14B-SDNQ-uint4-svd-r32",
-    "preview": "nvidia--ChronoEdit-14B-Diffusers.jpg",
+    "preview": "Disty0--ChronoEdit-14B-SDNQ-uint4-svd-r32.jpg",
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     "tags": "quantized",
@@ -1035,7 +1035,7 @@
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-    "preview": "tempestByVlad_baseV01.jpg",
+    "preview": "vladmandic--tempestByVlad_baseV01-SDNQ-uint4-svd.jpg",
     "desc": "Quantization of vladmandic/tempestByVlad_baseV01 using SDNQ: sdnq-svd 4-bit uint with svd rank 128",
     "tags": "quantized",
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diff --git a/models/Reference/Disty0--FLUX.1-schnell-SDNQ-uint4-svd-r32.jpg b/models/Reference/Disty0--FLUX.1-schnell-SDNQ-uint4-svd-r32.jpg
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diff --git a/models/Reference/nvidia--ChronoEdit-14B-Diffusers.jpg b/models/Reference/nvidia--ChronoEdit-14B-Diffusers.jpg
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diff --git a/models/Reference/vladmandic--tempestByVlad_baseV01-SDNQ-uint4-svd.jpg b/models/Reference/vladmandic--tempestByVlad_baseV01-SDNQ-uint4-svd.jpg
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