Update README.md

README.md

@@ -16,10 +16,6 @@ tags:
 - psd
 - photoshop
 - image-decomposition
-widget:
-- text: sloth cartoon final decomposed layer
-  output:
-    url: assets/sloth_3.png
 ---
 
 > [!NOTE]
@@ -28,7 +24,6 @@ widget:
 > - **End-to-End PSD Packaging**: Bundled with a packaging pipeline that exports generated layers directly into a multi-layer Adobe Photoshop (`.psd`) file.
 > - **GGUF Quantization & Web Studio**: Optimized with [Unsloth Dynamic 2.0](https://docs.unsloth.ai/basics/unsloth-dynamic-2.0-ggufs) GGUFs for lightweight local inference, accompanied by a local **Layer Studio** web UI.
 
-
 <div>
   <div style="display: flex; gap: 5px; align-items: center; ">
     <a href="https://github.com/unslothai/unsloth/">
@@ -43,30 +38,18 @@ widget:
   </div>
 </div>
 
-### Sample
-
-<table>
-  <tr>
-    <td><img src="assets/sloth_main.png" width="200"></td>
-    <td><img src="assets/sloth_1.png" width="200"></td>
-  </tr>
-  <tr>
-    <td><img src="assets/sloth_2.png" width="200"></td>
-    <td><img src="assets/sloth_3.png" width="200"></td>
-  </tr>
-</table>
-
-
 ---
+
 <p align="center">
-    <img src="https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/qwen-image-layered-logo.png" width="800"/>
-<p> 
-<p align="center">&nbsp&nbsp🤗 <a href="https://huggingface.co/Qwen/Qwen-Image-Layered">HuggingFace</a>&nbsp&nbsp | &nbsp&nbsp🤖 <a href="https://modelscope.cn/models/Qwen/Qwen-Image-Layered">ModelScope</a>&nbsp&nbsp | &nbsp&nbsp 📑 <a href="https://arxiv.org/abs/2512.15603">Research Paper</a> &nbsp&nbsp | &nbsp&nbsp 📑 <a href="https://qwenlm.github.io/blog/qwen-image-layered/">Blog</a> &nbsp&nbsp | &nbsp&nbsp 🤗 <a href="https://huggingface.co/spaces/Qwen/Qwen-Image-Layered">Demo</a> &nbsp&nbsp 
+    <img src="https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/layered.JPG" width="1024"/>
 </p>
 
 <p align="center">
-    <img src="https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/layered.JPG" width="1024"/>
-<p>
+  🤗 <a href="https://huggingface.co/Qwen/Qwen-Image-Layered">Original Base Model</a> &nbsp;|&nbsp; 
+  📑 <a href="https://arxiv.org/abs/2512.15603">Research Paper</a> &nbsp;|&nbsp; 
+  📑 <a href="https://qwenlm.github.io/blog/qwen-image-layered/">Blog</a> &nbsp;|&nbsp; 
+  🤗 <a href="https://huggingface.co/spaces/Qwen/Qwen-Image-Layered">Official Demo</a>
+</p>
 
 ## Introduction
 
@@ -109,7 +92,7 @@ pipeline = pipeline.to("cuda")
 # (Optional) Load custom designer LoRA adapter
 # pipeline.load_lora_weights("path/to/designer-lora")
 
-image = Image.open("assets/test_image.png").convert("RGBA")
+image = Image.open("input_design.png").convert("RGBA")
 inputs = {
     "image": image,
     "generator": torch.Generator(device='cuda').manual_seed(42),
@@ -142,40 +125,22 @@ python package_psd.py --composite source.png --layers layer_00.png layer_01.png
 
 ---
 
-## Showcase
-### Layered Decomposition in Application
-Given an image, Qwen-Image-Layered can decompose it into several RGBA layers:
-![Example Image](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/幻灯片1.JPG)
-
-After decomposition, edits are applied exclusively to the target layer, physically isolating it from the rest of the content, and thereby fundamentally ensuring consistency across edits. 
-
-For example, we can recolor the first layer and keep all other content untouched:
-![Example Image](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/幻灯片2.JPG)
+## Capabilities
 
-We can also replace the second layer from a girl to a boy (The target layer is edited using Qwen-Image-Edit):
-![Example Image](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/幻灯片3.JPG)
-
-Here, we revise the text to "Qwen-Image" (The target layer is edited using Qwen-Image-Edit):
-![Example Image](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/幻灯片4.JPG)
-
-Furthermore, the layered structure naturally supports elementary operations. For example, we can delete unwanted objects cleanly:
-![Example Image](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/幻灯片5.JPG)
-
-We can also resize an object without distortion:
-![Example Image](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/幻灯片6.JPG)
-
-After layer decomposition, we can move objects freely within the canvas:
-![Example Image](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/幻灯片7.JPG)
+### Layer Decomposition in Application
+Given an input design, the model decomposes it into several RGBA layers:
+- **Independent Manipulation**: Edits can be applied exclusively to targeted layers, physically isolating changes from the rest of the canvas.
+- **Subject & Text Replacement**: Replace specific layer elements (e.g. swap subjects or text) without altering backgrounds.
+- **Recoloring & Styling**: Recolor specific graphics, badges, or backgrounds while preserving unaffected elements.
+- **Elementary Operations**:
+  - **Clean Object Removal**: Erase elements cleanly by simply hiding or deleting layers.
+  - **Repositioning & Resizing**: Move or resize objects freely on the canvas without distortion or background hole-filling issues.
 
 ### Flexible and Iterative Decomposition
-Qwen-Image-Layered is not limited to a fixed number of layers. The model supports variable-layer decomposition. For example, we can decompose an image into either 3 or 8 layers as needed:
-
-![Example Image](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/幻灯片8.JPG)
-
-Moreover, decomposition can be applied recursively: any layer can itself be further decomposed, enabling infinite decomposition. 
-
-![Example Image](https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen-Image/layered/幻灯片9.JPG)
+- **Variable Layer Counts**: Supports decomposing images into arbitrary layer counts (e.g., 2, 4, 6, 8+ layers) depending on complexity.
+- **Recursive Decomposition**: Any decomposed layer can be recursively passed back into the model to break it down further into sub-components.
 
+---
 
 ## License Agreement
 
@@ -183,8 +148,6 @@ Qwen-Image-Layered is licensed under Apache 2.0.
 
 ## Citation
 
-We kindly encourage citation of our work if you find it useful.
-
 ```bibtex
 @misc{yin2025qwenimagelayered,
       title={Qwen-Image-Layered: Towards Inherent Editability via Layer Decomposition},