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README.md
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- video highlight detection
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---
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## Overview
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| Youcook2 (Zero-Shot) | CIDER | METEOR | SODA_c | F1 |
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| --- | --- | --- | --- | --- |
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| TRACE | 8.1 | 2.8 | 2.2 | 22.4 |
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| Charades-STA (Zero-Shot) | 0.3 | 0.5 | 0.7 | mIOU |
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| --- | --- | --- | --- | --- |
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| TRACE | 58.6 | 40.3 | 19.4 | 38.7 |
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| QVHighlights (Zero-Shot) | mAP | Hit@1 |
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| --- | --- | --- |
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| TRACE | 26.8 | 42.7
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| ActivityNet-DVC | CIDER | METEOR | SODA_c | F1 |
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| --- | --- | --- | --- | --- |
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| TRACE | 25.9 | 6.0 | 6.4 | 39.3 |
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- video highlight detection
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<h2 align="center"> <a href="https://arxiv.org/abs/2410.05643">TRACE: Temporal Grounding Video LLM via Causal Event Modeling</a></h2>
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<h5 align="center"> If our project helps you, please give us a star ⭐ on <a href="https://github.com/gyxxyg/TRACE">GitHub</a> and cite our paper!</h2>
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<h5 align="center">
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## 📰 News
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- **[2024.10.10]** 🔥 Our [code](https://github.com/gyxxyg/TRACE) and [paper](https://arxiv.org/abs/2410.05643) are released!
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- **[2024.10.10]** 🔥 Our **checkpoints** are available now!
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## Overview
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| Youcook2 (Zero-Shot) | CIDER | METEOR | SODA_c | F1 |
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| --- | --- | --- | --- | --- |
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| TRACE | 8.1 | 2.8 | 2.2 | 22.4 |
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| Charades-STA (Zero-Shot) | 0.3 | 0.5 | 0.7 | mIOU |
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| --- | --- | --- | --- | --- |
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| TRACE | 58.6 | 40.3 | 19.4 | 38.7 |
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| QVHighlights (Zero-Shot) | mAP | Hit@1 |
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| --- | --- | --- |
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| TRACE | 26.8 | 42.7
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| ActivityNet-DVC | CIDER | METEOR | SODA_c | F1 |
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| --- | --- | --- | --- | --- |
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| TRACE | 25.9 | 6.0 | 6.4 | 39.3 |
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