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--- |
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license: mit |
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datasets: |
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- axgroup/Ranking_TVR |
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language: |
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- en |
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--- |
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# XML_RVMR |
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This repository contains the XML model for the baseline of the Ranked Video Moment Retrieval (RVMR) task. The associated paper is titled "Video Moment Retrieval in Practical Setting: A Dataset of Ranked Moments for Imprecise Queries." |
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The main repository of the paper is [TVR-Ranking](https://huggingface.co/axgroup/TVR-Ranking), and this model is adapted from [TVRetrieval](https://github.com/jayleicn/TVRetrieval.git). |
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Annotations and features can be downloaded from [TVR-Ranking](https://huggingface.co/axgroup/TVR-Ranking). The environment setup is the same as for RelocNet_RVMR, as detailed in the [TVR-Ranking](https://huggingface.co/axgroup/TVR-Ranking) repository. |
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## Performance |
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| **Model** | **Train Set Top N** | **IoU=0.3**| | **IoU=0.5**| | **IoU=0.7**| | |
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|-----------|---------------------|---------|----------|---------|----------|---------|----------| |
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| | | **Val** | **Test** | **Val** | **Test** | **Val** | **Test** | |
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| **NDCG@10** | | | | | | | | |
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| XML | 1 | 0.1016 | 0.0917 | 0.0747 | 0.0660 | 0.0244 | 0.0268 | |
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| XML | 20 | 0.2226 | 0.2135 | 0.1623 | 0.1567 | 0.0580 | 0.0627 | |
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| XML | 40 | 0.2002 | 0.2044 | 0.1461 | 0.1502 | 0.0541 | 0.0589 | |
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| **NDCG@20** | | | | | | | | |
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| XML | 1 | 0.1010 | 0.0923 | 0.0737 | 0.0662 | 0.0258 | 0.0269 | |
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| XML | 20 | 0.2331 | 0.2243 | 0.1700 | 0.1650 | 0.0627 | 0.0664 | |
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| XML | 40 | 0.2114 | 0.2167 | 0.1530 | 0.1590 | 0.0583 | 0.0635 | |
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| **NDCG@40** | | | | | | | | |
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| XML | 1 | 0.1077 | 0.1016 | 0.0775 | 0.0727 | 0.0273 | 0.0294 | |
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| XML | 20 | 0.2580 | 0.2512 | 0.1874 | 0.1853 | 0.0705 | 0.0753 | |
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| XML | 40 | 0.2408 | 0.2432 | 0.1740 | 0.1791 | 0.0666 | 0.0720 | |
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## Quick Start |
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Modify the path in `run_top20.sh` and then execute the script: |
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```sh |
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sh run_top20.sh |
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``` |
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Feel free to contribute or raise issues for any problems encountered. |
