Update README.md

README.md

@@ -32,8 +32,8 @@ We use CLIP ViT-B/16 for all experiments below.
 
 | Scripts                                                                 |   HMDB-51    |   UCF-101    |  Kinetics-600  |                                      Ckpt                                       |
 |-------------------------------------------------------------------------|:------------:|:------------:|:--------------:|:--------------------------------------------------------------------------------:|
-| [TC-CLIP](https://github.com/naver-ai/tc-clip/scripts/train/zero_shot/train_tc_clip_zero_shot.sh)           |  54.2 ± 0.7  |  82.9 ± 0.6  |   75.8 ± 0.5   | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/zero_shot_k400) |
-| [TC-CLIP (LLM)](https://github.com/naver-ai/tc-clip/scripts/train/zero_shot/train_tc_clip_zero_shot_llm.sh) |  56.0 ± 0.3  |  85.4 ± 0.8  |   78.1 ± 1.0   | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/zero_shot_k400_llm) |
+| [TC-CLIP](https://github.com/naver-ai/tc-clip/blob/main/scripts/train/zero_shot/train_tc_clip_zero_shot.sh)           |  54.2 ± 0.7  |  82.9 ± 0.6  |   75.8 ± 0.5   | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/zero_shot_k400) |
+| [TC-CLIP (LLM)](https://github.com/naver-ai/tc-clip/blob/main/scripts/train/zero_shot/train_tc_clip_zero_shot_llm.sh) |  56.0 ± 0.3  |  85.4 ± 0.8  |   78.1 ± 1.0   | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/zero_shot_k400_llm) |
 
 
 #### Few-shot action recognition
@@ -41,25 +41,25 @@ We use CLIP ViT-B/16 for all experiments below.
 | Scripts                                                                    |          HMDB-51          |          UCF-101          |           SSv2           |  Ckpt  |
 |----------------------------------------------------------------------------|:-------------------------:|:-------------------------:|:------------------------:|:-------------:|
 |                                                                            |  K=2 / K=4 / K=8 / K=16   |  K=2 / K=4 / K=8 / K=16   |  K=2 / K=4 / K=8 / K=16  | |
-| [TC-CLIP](https://github.com/naver-ai/tc-clip/scripts/train/few_shot/train_tc_clip_few_shot.sh)                | 57.3 / 62.3 / 67.3 / 68.6 | 85.9 / 89.9 / 92.5 / 94.6 |  7.3 / 8.6 / 9.3 / 14.0  |   [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/few_shot)    |
-| [TC-CLIP (LLM)](https://github.com/naver-ai/tc-clip/scripts/train/few_shot/train_tc_clip_few_shot_llm.sh)      | 58.6 / 63.3 / 65.5 / 68.8 | 86.8 / 90.1 / 92.0 / 94.3 |  7.3 / 8.6 / 9.3 / 14.0  |   [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/few_shot_llm)    |
-| [TC-CLIP (P)](https://github.com/naver-ai/tc-clip/scripts/train/few_shot/train_tc_clip_few_shot_pretrained.sh) | 65.3 / 68.5 / 71.4 / 73.0 | 94.1 / 95.6 / 96.6 / 97.3 | 8.7 / 10.1 / 12.1 / 15.2 |   [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/few_shot_pretrained)    |
+| [TC-CLIP](https://github.com/naver-ai/tc-clip/blob/main/scripts/train/few_shot/train_tc_clip_few_shot.sh)                | 57.3 / 62.3 / 67.3 / 68.6 | 85.9 / 89.9 / 92.5 / 94.6 |  7.3 / 8.6 / 9.3 / 14.0  |   [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/few_shot)    |
+| [TC-CLIP (LLM)](https://github.com/naver-ai/tc-clip/blob/main/scripts/train/few_shot/train_tc_clip_few_shot_llm.sh)      | 58.6 / 63.3 / 65.5 / 68.8 | 86.8 / 90.1 / 92.0 / 94.3 |  7.3 / 8.6 / 9.3 / 14.0  |   [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/few_shot_llm)    |
+| [TC-CLIP (P)](https://github.com/naver-ai/tc-clip/blob/main/scripts/train/few_shot/train_tc_clip_few_shot_pretrained.sh) | 65.3 / 68.5 / 71.4 / 73.0 | 94.1 / 95.6 / 96.6 / 97.3 | 8.7 / 10.1 / 12.1 / 15.2 |   [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/few_shot_pretrained)    |
 
 #### Base-to-novel generalization
 
 | Scripts                                                                    |       K-400        |      HMDB-51       |      UCF-101       |        SSv2        |                                       Ckpt                                       |
 |----------------------------------------------------------------------------|:------------------:|:------------------:|:------------------:|:------------------:|:--------------------------------------------------------------------------------:|
 |                                                                            | Base / Novel / HM  | Base / Novel / HM  | Base / Novel / HM  | Base / Novel / HM  |                                                                                  |
-| [TC-CLIP](https://github.com/naver-ai/tc-clip/scripts/train/base2novel/train_tc_clip_base2novel.sh)                | 78.9 / 63.6 / 70.4 | 73.3 / 54.1 / 62.2 | 95.5 / 78.0 / 85.9 | 17.5 / 13.4 / 15.2 | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/base2novel) |
-| [TC-CLIP (LLM)](https://github.com/naver-ai/tc-clip/scripts/train/base2novel/train_tc_clip_base2novel_llm.sh)      | 79.1 / 65.4 / 71.6 | 73.3 / 59.1 / 65.5 | 95.4 / 81.6 / 88.0 | 17.5 / 13.4 / 15.2 | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/base2novel_llm) |
-| [TC-CLIP (P)](https://github.com/naver-ai/tc-clip/scripts/train/base2novel/train_tc_clip_base2novel_pretrained.sh) |        N/A         | 79.4 / 58.3 / 67.2 | 97.5 / 84.5 / 90.5 | 19.6 / 15.6 / 17.4 | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/base2novel_pretrained) |
+| [TC-CLIP](https://github.com/naver-ai/tc-clip/blob/main/scripts/train/base2novel/train_tc_clip_base2novel.sh)                | 78.9 / 63.6 / 70.4 | 73.3 / 54.1 / 62.2 | 95.5 / 78.0 / 85.9 | 17.5 / 13.4 / 15.2 | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/base2novel) |
+| [TC-CLIP (LLM)](https://github.com/naver-ai/tc-clip/blob/main/scripts/train/base2novel/train_tc_clip_base2novel_llm.sh)      | 79.1 / 65.4 / 71.6 | 73.3 / 59.1 / 65.5 | 95.4 / 81.6 / 88.0 | 17.5 / 13.4 / 15.2 | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/base2novel_llm) |
+| [TC-CLIP (P)](https://github.com/naver-ai/tc-clip/blob/main/scripts/train/base2novel/train_tc_clip_base2novel_pretrained.sh) |        N/A         | 79.4 / 58.3 / 67.2 | 97.5 / 84.5 / 90.5 | 19.6 / 15.6 / 17.4 | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/base2novel_pretrained) |
 
 
 #### Fully-supervised action recognition
 
 | Scripts                                                                     | K-400 (Top-1) | K-400 (Top-5) |                                       Ckpt                                       |
 |-----------------------------------------------------------------------------|:-------------:|:-------------:|:--------------------------------------------------------------------------------:|
-| [TC-CLIP](https://github.com/naver-ai/tc-clip/scripts/train/fully_supervised/train_tc_clip_fully_supervised.sh) |     85.2      |     96.9      | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/fully_supervised_k400) |
+| [TC-CLIP](https://github.com/naver-ai/tc-clip/blob/main/scripts/train/fully_supervised/train_tc_clip_fully_supervised.sh) |     85.2      |     96.9      | [Link](https://huggingface.co/byminji/TC-CLIP/tree/main/fully_supervised_k400) |
 
 
 ## Citation