diff --git a/html/reference.json b/html/reference.json
index fced58542..7c49aac11 100644
--- a/html/reference.json
+++ b/html/reference.json
@@ -698,7 +698,7 @@
   "HiDream-E1.1": {
     "path": "HiDream-ai/HiDream-E1-1",
     "desc": "HiDream-E1 is an image editing model built on HiDream-I1.",
-    "preview": "HiDream-ai--HiDream-E1-Full.jpg",
+    "preview": "HiDream-ai--HiDream-E1-1.jpg",
     "skip": true,
     "extras": "sampler: Default"
   },
diff --git a/models/Reference/HiDream-ai--HiDream-E1-1.jpg b/models/Reference/HiDream-ai--HiDream-E1-1.jpg
new file mode 100644
index 000000000..b10b7dc66
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diff --git a/models/Reference/HiDream-ai--HiDream-E1-Full.jpg b/models/Reference/HiDream-ai--HiDream-E1-Full.jpg
index 8de72fe43..dfe65dfc5 100644
Binary files a/models/Reference/HiDream-ai--HiDream-E1-Full.jpg and b/models/Reference/HiDream-ai--HiDream-E1-Full.jpg differ
diff --git a/models/Reference/HiDream-ai--HiDream-I1-Dev.jpg b/models/Reference/HiDream-ai--HiDream-I1-Dev.jpg
index 863bd705b..243abc370 100644
Binary files a/models/Reference/HiDream-ai--HiDream-I1-Dev.jpg and b/models/Reference/HiDream-ai--HiDream-I1-Dev.jpg differ
diff --git a/models/Reference/HiDream-ai--HiDream-I1-Fast.jpg b/models/Reference/HiDream-ai--HiDream-I1-Fast.jpg
index 7a3ed13d3..b0c61bd11 100644
Binary files a/models/Reference/HiDream-ai--HiDream-I1-Fast.jpg and b/models/Reference/HiDream-ai--HiDream-I1-Fast.jpg differ
diff --git a/models/Reference/HiDream-ai--HiDream-I1-Full.jpg b/models/Reference/HiDream-ai--HiDream-I1-Full.jpg
index 21f6b653b..a921fc073 100644
Binary files a/models/Reference/HiDream-ai--HiDream-I1-Full.jpg and b/models/Reference/HiDream-ai--HiDream-I1-Full.jpg differ
diff --git a/models/Reference/Qwen--Qwen-Image.jpg b/models/Reference/Qwen--Qwen-Image.jpg
index 1d3fdd499..6f6e4b30e 100644
Binary files a/models/Reference/Qwen--Qwen-Image.jpg and b/models/Reference/Qwen--Qwen-Image.jpg differ
diff --git a/modules/sdnq/dequantizer.py b/modules/sdnq/dequantizer.py
index 4273dc3ef..73afe67d2 100644
--- a/modules/sdnq/dequantizer.py
+++ b/modules/sdnq/dequantizer.py
@@ -91,7 +91,7 @@ def re_quantize_int8(weight: torch.FloatTensor) -> Tuple[torch.CharTensor, torch
 def re_quantize_fp8(weight: torch.FloatTensor, is_e5: bool = False) -> Tuple[torch.CharTensor, torch.FloatTensor]:
     if weight.ndim > 2: # convs
         weight = weight.flatten(1,-1)
-    weight, scale = quantize_int8(weight.contiguous(), dim=-1, is_e5=is_e5)
+    weight, scale = quantize_fp8(weight.contiguous(), dim=-1, is_e5=is_e5)
     weight, scale = weight.t_(), scale.t_()
     if not use_tensorwise_fp8_matmul:
         scale = scale.to(dtype=torch.float32)