docs: add TiGeSR model card

README.md

@@ -1,3 +1,48 @@
 ---
 license: apache-2.0
+tags:
+  - image-super-resolution
+  - scene-text
+  - text-image-guided-super-resolution
+  - cvpr-2026
 ---
+
+# TiGeSR checkpoints
+
+Official checkpoints for **TiGeSR / TIGER**: *Restore Text First, Enhance Image Later: Two-Stage Scene Text Image Super-Resolution with Glyph Structure Guidance* (CVPR 2026).
+
+- Paper: [CVPR Open Access](https://openaccess.thecvf.com/content/CVPR2026/html/Luo_Restore_Text_First_Enhance_Image_Later_Two-Stage_Scene_Text_Image_CVPR_2026_paper.html)
+- Code: [OpenVeraTeam/TiGeSR](https://github.com/OpenVeraTeam/TiGeSR)
+- Dataset: [UZ-ST](https://huggingface.co/datasets/mxluocv/UZ-ST)
+
+## Checkpoint layout
+
+```text
+uzst/
+├── stage1/
+│   ├── model.pth
+│   └── encoder.pth
+└── stage2/
+    └── model.pkl
+
+realce/
+├── stage1/
+│   ├── model.pth
+│   └── encoder.pth
+└── stage2/
+    └── model.pkl
+```
+
+`stage1` contains the glyph restoration model and text encoder. `stage2` contains the image-enhancement ControlNet checkpoint. Use the two checkpoints from the same dataset folder together.
+
+## Download
+
+```bash
+hf download mxluocv/TiGeSR --local-dir weights
+```
+
+For inference commands and data preparation, see the code repository README.
+
+## License
+
+The code is released under Apache-2.0. Please consult the code repository and the respective base-model licenses for use of the checkpoints.