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crossgcn: 跨模态关系对齐工具CrossGCN,支持基于视觉-文本关系对齐的跨模态视频片段 ...

原作者: [db:作者] 来自: 网络 收藏 邀请

开源软件名称:

crossgcn

开源软件地址:

https://gitee.com/chenjoya/crossgcn

开源软件介绍:

Cross Graph Align (CrossGCN)

Acknowledgements

This repository is supported by 2018YFB1004300.

Chen J, Du H, Wu Y F, et al. Cross-modal video moment retrieval based on visual-textual relationship alignment (inChinese). Sci Sin Inform, 2020, 50: 862–876, doi: 10.1360/SSI-2019-0292

Requirements:

  • CUDA >= 9.0

Installation

# create and activate a clean conda envconda create -n crossgcnconda activate crossgcn # install the right pip and dependencies for the fresh pythonconda install ipython pip# install some dependenciespip install yacs h5py terminaltables tqdm# Note: you can use tsinghua mirror to speed up downloading if you are in China# pip install yacs h5py terminaltables tqdm -i https://pypi.tuna.tsinghua.edu.cn/simple# follow PyTorch installation in https://pytorch.org/get-started/locally/# we give the instructions for CUDA 10.1, others are also okayconda install pytorch torchvision cudatoolkit=10.1 torchtext -c pytorch# Note: you can use tsinghua mirror to speed up downloading if you are in China# conda install pytorch torchvision cudatoolkit=10.1 torchtext -c https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/pytorch/# clone crossgcn and enjoy it!git clone https://github.com/ChenJoya/crossgcn

Results

1. TACoS Dataset

Repo[email protected][email protected][email protected][email protected][email protected][email protected]
CrossGCN51.939.826.474.560.047.2

2. ActivityNet Dataset

Repo[email protected][email protected][email protected][email protected][email protected][email protected]
CrossGCN62.747.227.988.179.164.2

Dataset

Please refer to DATASET.md to prepare datasets.

Quick Start

We provide scripts for simplifying training and inference. Please refer to scripts/train.sh, scripts/eval.sh.

Support

Please open a new issue. We would like to answer it. Please feel free to contact me: [email protected] if you need my help.


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