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README.md

@@ -1,13 +1,35 @@
 ---
-title: See Through Nf4
-emoji: 🏆
-colorFrom: yellow
-colorTo: yellow
+title: "See-through: Layer Decomposition"
+emoji: "\U0001F50D"
+colorFrom: blue
+colorTo: purple
 sdk: gradio
-sdk_version: 6.15.2
-python_version: '3.12'
 app_file: app.py
 pinned: false
+license: mit
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# See-through: Single-image Layer Decomposition for Anime Characters
+
+[GitHub](https://github.com/shitagaki-lab/see-through) |
+[Paper (arXiv:2602.03749)](https://arxiv.org/abs/2602.03749)
+
+Upload an anime character illustration to decompose it into fully-inpainted
+semantic layers with depth ordering, exported as a layered PSD file.
+
+## How it works
+
+This demo runs the full See-through pipeline:
+1. **LayerDiff 3D** — diffusion-based transparent layer generation (SDXL)
+2. **Marigold Depth** — pseudo-depth estimation fine-tuned for anime
+3. **Post-processing** — layer stratification and PSD export
+
+## Usage
+
+1. Upload a character illustration (square images work best; non-square images are center-cropped)
+2. Optionally adjust the seed
+3. Click Submit and wait (~1-2 minutes)
+4. Download the layered PSD file
+
+**Disclaimer:** This demo uses a newer model checkpoint and may not fully
+reproduce identical results reported in the paper.