Update Readme

README.md

@@ -27,10 +27,18 @@ See [Github Page](https://github.com/baaivision/tokenize-anything).
 
 Two versions of the model are available with different image encoders.
 
-| Model | Description | MD5 | Weights |
-| ----- | ------------| ----| ------ |
-| **tap_vit_l** | ViT-L TAP model | 03f8ec | [🤗 HF link](https://huggingface.co/BAAI/tokenize-anything/blob/main/models/tap_vit_l_03f8ec.pkl) |
-| **tap_vit_b** | ViT-B TAP model | b45cbf | [🤗 HF link](https://huggingface.co/BAAI/tokenize-anything/blob/main/models/tap_vit_b_b45cbf.pkl) |
+| Model | Description | Schedule | MD5 | Weights |
+| ----- | ------------| ------ | ----| ------ |
+| **tap_vit_l** | ViT-L TAP v1.1 model | (100% SA-1B, 180k), (VG, 50ep) | c1d41f | [🤗 HF link](https://huggingface.co/BAAI/tokenize-anything/blob/main/models/tap_vit_l_v1_1.pkl) |
+| **tap_vit_b** | ViT-B TAP v1.1 model | (100% SA-1B, 180k), (VG, 50ep) | 707f80 | [🤗 HF link](https://huggingface.co/BAAI/tokenize-anything/blob/main/models/tap_vit_b_v1_1.pkl) |
+| **tap_vit_l** | ViT-L TAP v1.0 model | (50% SA-1B, 90k), (VG, 25ep) | 03f8ec | [🤗 HF link](https://huggingface.co/BAAI/tokenize-anything/blob/main/models/tap_vit_l_v1_0.pkl) |
+| **tap_vit_b** | ViT-B TAP v1.0 model | (50% SA-1B, 90k), (VG, 25ep) | b45cbf | [🤗 HF link](https://huggingface.co/BAAI/tokenize-anything/blob/main/models/tap_vit_b_v1_0.pkl) |
+
+#### V1.1 Release Notes
+
+- Use a longer pre-training and fine-tuning schedule (improved segmentation and caption performance).
+- Apply weight decay for all bias parameters (avoid FP16 overflow in QK matmul).
+- Sample point prompts from predicted mask instead of GT box during VG training.
 
 ### Concept weights