Add pipeline tag, library name, and paper link to metadata

README.md

@@ -1,9 +1,13 @@
 ---
-license: apache-2.0
 language:
 - en
 - zh
+license: apache-2.0
+pipeline_tag: image-to-image
+library_name: diffusers
+arxiv: 2602.13344
 ---
+
 <p align="center">
     <img src="./assets/logo.png" width="600"/>
 <p> 
@@ -16,7 +20,8 @@ language:
 <p align="center" style="line-height: 1;">
     🤗 <a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0">HuggingFace</a> |
     🖥️ <a href="https://huggingface.co/spaces/FireRedTeam/FireRed-Image-Edit-1.0"> Demo</a> |
-    📄 <a href="https://github.com/FireRedTeam/FireRed-Image-Edit/blob/main/assets/FireRed_Image_Edit_1_0_Techinical_Report.pdf">Technical Report</a>
+    📄 <a href="https://huggingface.co/papers/2602.13344">Technical Report</a> |
+    💻 <a href="https://github.com/FireRedTeam/FireRed-Image-Edit">Code</a>
 </p>
 <p align="center">
     <img src="./assets/teaser.png" width="800"/>
@@ -24,7 +29,7 @@ language:
 
 
 ## 🔥 FireRed-Image-Edit
-**FireRed-Image-Edit** is a general-purpose image editing model that delivers high-fidelity and consistent editing across a wide range of scenarios.
+**FireRed-Image-Edit** is a general-purpose image editing model that delivers high-fidelity and consistent editing across a wide range of scenarios. It is introduced in the paper [FireRed-Image-Edit-1.0 Technical Report](https://huggingface.co/papers/2602.13344).
 
 ## ✨ Key Features
 - **Strong Editing Performance**: FireRed-Image-Edit delivers leading open-source results with accurate instruction following, high image quality, and consistent visual coherence.
@@ -36,10 +41,10 @@ language:
 
 ## 📰 News
 - 2026.02.14: We released FireRed-Image-Edit-1.0 model weights. Check more details in the [Model Zoo](#-model-zoo) section.
-- 2026.02.10: We released the [Technical Report](https://github.com/FireRedTeam/FireRed-Image-Edit/blob/main/assets/FireRed_Image_Edit_1_0_Techinical_Report.pdf) of FireRed-Image-Edit-1.0. 
+- 2026.02.10: We released the [Technical Report](https://huggingface.co/papers/2602.13344) of FireRed-Image-Edit-1.0. 
 
 ## 🎨 Showcase
-Some real outputs produced by FireRed-Image-Edit across genearl editing.
+Some real outputs produced by FireRed-Image-Edit across general editing.
 <p align="center">
     <img src="./assets/showcase.png" width="800"/>
 <p> 
@@ -111,9 +116,6 @@ To better validate the capabilities of our model, we propose a benchmark called
 ### Inference and Evaluation Code
 We provide the inference and evaluation code for REDEdit-Bench. Please refer to the [redbench_infer.py](./src/tools/redbench_infer.py) and [redbench_eval.py](./src/tools/redbench_eval.py) scripts in the `src/tools` directory for more details.
 
-### Benchmark Distribution
-The REDEdit-Bench dataset will be available soon.
-
 ### Results on ImgEdit
 
 <table style="border-collapse:collapse; width:100%; font-family:system-ui, -apple-system, Segoe UI, Roboto, Arial, sans-serif; font-size:14px;">
@@ -275,499 +277,6 @@ The REDEdit-Bench dataset will be available soon.
     </tr></tbody>
 </table>
 
-### Results on GEdit (official public benchmark)
-
-<div style="overflow-x: auto; margin-bottom: 16px;">
-  <table style="border-collapse: collapse; width: 100%;">
-    <thead>
-      <tr>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Model</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_SC ↑ (EN)</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_PQ ↑ (EN)</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_O ↑ (EN)</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_SC ↑ (CN)</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_PQ ↑ (CN)</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_O ↑ (CN)</th>
-      </tr>
-    </thead>
-    <tbody><tr>
-        <td colspan="7" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Proprietary Models</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.396</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.454</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.291</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.540</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.424</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.399</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.0</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.143</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.124</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.701</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.159</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.074</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.692</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana-Pro</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.102</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.344</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>7.738</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.135</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.306</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>7.799</u></td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.5</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.268</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.167</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>7.820</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.254</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.167</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>7.800</strong></td>
-      </tr><tr>
-        <td colspan="7" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Open-source Models</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">FLUX.2 [Dev]</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.835</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.064</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.413</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.697</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.046</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.278</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2509</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.974</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.714</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.480</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.988</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.679</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.467</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Step1X-Edit-v1.2</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.974</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.714</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.480</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.988</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.679</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.467</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Longcat-Image-Edit</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.128</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.177</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.748</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.141</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.117</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.731</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2511</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.297</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.202</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>7.877</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.252</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.134</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>7.819</u></td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;"><strong>FireRed-Image-Edit</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.363</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.245</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>7.943</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.287</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.227</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>7.887</strong></td>
-      </tr></tbody>
-  </table>
-</div>
-
-### Results on REDEdit-Bench-CN (General Dimensions)
-
-<div style="overflow-x: auto; margin-bottom: 16px;">
-  <table style="border-collapse: collapse; width: 100%;">
-    <thead>
-      <tr>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Model</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Overall</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Add</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Adjust</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">BG</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Beauty</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Color</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Compose</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Extract</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Portrait</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Low-level</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Motion</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Remove</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Replace</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Stylize</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Text</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Viewpoint</th>
-      </tr>
-    </thead>
-    <tbody><tr>
-        <td colspan="17" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Proprietary Models</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.0</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.15</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.55</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.11</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.61</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.83</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.14</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.16</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.48</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.77</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.17</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.68</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.02</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.53</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.94</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.94</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.29</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.5</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.18</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.58</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.09</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.57</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.97</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.05</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.56</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.80</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.99</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.78</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.12</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.53</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.94</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.07</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.53</u></td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.13</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.66</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.26</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.63</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.37</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.13</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.94</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.17</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.83</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.05</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.75</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.74</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.63</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.69</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.09</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana-Pro</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.48</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.66</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.41</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.58</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.35</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.58</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.36</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.42</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.86</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.46</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.91</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.54</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.79</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.85</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.69</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.75</strong></td>
-      </tr><tr>
-        <td colspan="17" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Open-source Models</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2509</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.00</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.45</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.04</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.48</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.36</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.20</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.92</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.64</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.16</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.52</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.66</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.27</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.66</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.81</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.53</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.32</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">FLUX.2 [Dev]</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.05</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.31</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.88</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.57</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.80</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.91</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.85</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.47</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.50</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.43</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.68</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.50</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.47</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.95</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.53</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.88</strong></td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Longcat-Image-Edit</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.34</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.25</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.54</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.72</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.92</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.48</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.49</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.31</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.67</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.27</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.61</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.94</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.83</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.30</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2511</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.18</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.50</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.23</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.52</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.61</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.09</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.00</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.22</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.31</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.19</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.66</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.41</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.68</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.83</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.08</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.51</u></td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;"><strong>FireRed-Image-Edit</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.33</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.57</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.37</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.64</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.69</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.45</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.29</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.49</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.50</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.56</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.65</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.47</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.81</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.93</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.49</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.14</td>
-      </tr></tbody>
-  </table>
-</div>
-
-### Results on REDEdit-Bench-EN (General dimensions)
-
-<div style="overflow-x: auto; margin-bottom: 16px;">
-  <table style="border-collapse: collapse; width: 100%;">
-    <thead>
-      <tr>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Model</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Overall</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Add</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Adjust</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">BG</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Beauty</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Color</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Compose</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Extract</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Portrait</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Low-level</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Motion</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Remove</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Replace</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Stylize</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Text</th>
-        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Viewpoint</th>
-      </tr>
-    </thead>
-    <tbody><tr>
-        <td colspan="17" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Proprietary Models</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.15</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.65</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.23</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.60</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.37</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.08</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.98</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.39</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.72</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.03</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.63</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.68</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.68</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.87</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.23</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.0</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.18</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.59</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.63</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.89</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.10</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.14</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.28</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.77</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.73</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.23</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.56</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.98</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.21</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.42</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.5</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.20</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.66</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.08</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.64</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.12</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.10</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.23</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.74</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.28</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.75</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.24</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.58</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.97</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.20</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.44</u></td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana-Pro</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.42</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.72</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.40</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.64</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.37</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.43</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.32</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.25</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.82</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.36</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.85</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.52</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.75</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.90</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.54</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.51</strong></td>
-      </tr><tr>
-        <td colspan="17" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Open-source Models</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2509</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.99</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.47</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.06</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.49</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.13</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.98</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.85</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.91</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.30</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.71</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.58</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.40</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.67</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.77</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.77</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.85</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">FLUX.2 [Dev]</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.37</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.96</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.47</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.72</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.86</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.87</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.36</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.44</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.45</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.67</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.02</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.48</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.87</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.80</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.84</strong></td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">LongCat-Image-Edit</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.38</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.04</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.49</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.89</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.10</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.93</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.98</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.47</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.27</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.69</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.24</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.51</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.86</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.83</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.25</td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2511</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.23</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.55</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.17</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.56</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.49</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.07</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.54</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.42</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.52</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.72</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.42</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.65</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.85</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.06</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.38</u></td>
-      </tr><tr>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;"><strong>FireRed-Image-Edit</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.26</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.41</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.33</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.60</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.55</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.47</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.25</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.49</u></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.50</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.44</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.65</td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.46</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.70</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.94</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.44</strong></td>
-        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.78</td>
-      </tr></tbody>
-  </table>
-</div>
-
 ## 📜 License Agreement
 
 The code and the weights of FireRed-Image-Edit are licensed under Apache 2.0. 
@@ -791,21 +300,13 @@ We kindly encourage citation of our work if you find it useful.
       year={2026},
       archivePrefix={arXiv},
       primaryClass={cs.CV},
-      url={https://arxiv.org/abs/xxxx.xxxxx}, 
+      url={https://huggingface.co/papers/2602.13344}, 
 }
 ```
 
-## ⚠️ Ethics Statement
-FireRed-Image-Edit  has not been specifically designed or comprehensively evaluated for every possible downstream application. Users should be aware of the potential risks and ethical considerations when using this project, and should use it responsibly and in compliance with all applicable laws and regulations.
-
-- **Prohibited Use**: This project must not be used to generate content that is illegal, defamatory, pornographic, harmful, or that violates the privacy, rights, or interests of individuals or organizations.
-- **User Responsibility**: Users are solely responsible for any content generated using this project. The authors and contributors assume no responsibility or liability for any misuse of the codebase or for any consequences resulting from its use.
-
-
-
 ## 🤝 Acknowledgements
 
-We would like to thank the developers of the amazing open-source projects, including [Qwen-Image](https://github.com/QwenLM/Qwen-Image), [Diffusers](https://github.com/huggingface/diffusers) and [HuggingFace](https://huggingface.co)
+We would like to thank the developers of the amazing open-source projects, including [Qwen-Image](https://github.com/QwenLM/Qwen-Image), [Diffusers](https://github.com/huggingface/diffusers) and [HuggingFace](https://huggingface.co).
 
 ## ⭐ Star History