Update README.md

README.md

@@ -45,25 +45,55 @@ In this work
 | Youcook2 (Zero-Shot) | CIDER | METEOR | SODA_c | F1 |
 | --- | --- | --- | --- | --- |
 | TRACE | 8.1 | 2.8 | 2.2 | 22.4 |
-| TRACE-retrieval | 8.3 | 2.9 | 2.3 | 24.1 |
+| TRACE-retrieal | 8.3 | 2.9 | 2.3 | 24.1 |
+| TRACE-uni | 8.6 | 2.9 | 2.3 | 22.4 |
 
 | Charades-STA (Zero-Shot) | 0.3 | 0.5 | 0.7 | mIOU |
 | --- | --- | --- | --- | --- |
 | TRACE | 58.6 | 40.3 | 19.4 | 38.7 |
 | TRACE-retrieval | 57.9 | 37.4 | 17.3 | 37.4 |
+| TRACE-uni | 63.7 | 43.7 | 21.0 | 41.5 |
 
 | QVHighlights (Zero-Shot) | mAP | Hit@1 |
 | --- | --- | --- |
 | TRACE | 26.8 | 42.7 |
 | TRACE-retrieval | 27.9 | 44.3 |
+| TRACE-uni | 27.5 | 43.9 |
 
 
 | ActivityNet-DVC | CIDER | METEOR | SODA_c | F1 |
 | --- | --- | --- | --- | --- |
 | TRACE | 25.9 | 6.0 | 6.4 | 39.3 |
 | TRACE-retrieval | 25.7 | 5.9 | 6.5 | 40.1 |
+| TRACE-uni | 29.2 | 6.9 | 6.4 | 40.4 |
 
 | ActivityNet-MR | 0.3 | 0.5 | 0.7 | mIOU |
 | --- | --- | --- | --- | --- |
 | TRACE | 54.0 | 37.7 | 24.0 | 39.0 |
 | TRACE-retrieval | 54.4 | 39.8 | 24.9 | 40.2 |
+| TRACE-uni | 53.2 | 38.2 | 24.7 | 39.4 |
+
+| MVBench | Avg | AS | AP | AA | FA | UA | OE | OI | OS | MD | AL | ST | AC | MC | MA | SC | FP | CO | EN | ER | CI |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| TRACE | 48.1 | 61.2 | 56.5 | 72.5 | 46.5 | 61.0 | 48.0 | 69.5 | 40.0 | 22.0 | 31.0 | 86.5 | 37.5 | 37.0 | 51.0 | 45.0 | 40.5 | 39.0 | 31.0 | 43.5 | 44.5 |
+| TRACE-uni | 53.8 | 68.1 | 58.5 | 72.5 | 41.5 | 73.5 | 55.1 | 71.5 | 40.5 | 25.0 | 53.0 | 88.5 | 63.5 | 38.5 | 51.0 | 52.5 | 49.0 | 59.5 | 33.5 | 49.5 | 32.5 |
+
+
+| VideoMME (w/o subtitle) | Short | Midium | Long | Avg |
+| --- | --- | --- | --- | --- |
+| TRACE | 49.5 | 42.5 | 39.3 | 43.8 |
+| TRACE-uni | 58.2 | 48.1 | 42.3 | 49.6 |
+
+#### Bibliography
+If you find this repository helpful for your project, please consider citing:
+```
+@misc{guo2024tracetemporalgroundingvideo,
+      title={TRACE: Temporal Grounding Video LLM via Causal Event Modeling}, 
+      author={Yongxin Guo and Jingyu Liu and Mingda Li and Xiaoying Tang and Qingbin Liu and Xi Chen},
+      year={2024},
+      eprint={2410.05643},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2410.05643}, 
+}
+```