A baseline code for VSPW

Related tags

Deep Learning VSPW_baseline
Overview

A baseline code for VSPW

Preparation

Download VSPW dataset

The VSPW dataset with extracted frames and masks is available here. Please download the 480p version of VSPW dataset.

Dependencies

  • Python 3.7
  • Pytorch 1.7
  • Numpy

Download the ImageNet-pretrained models at this link. Put it in the root folder and decompress it.

Train and Test

Edit the .sh files in scripts/ and change the $DATAROOT to your path to VSPW_480p.

Image-based methods

PSPNet

sh scripts/run_psp.sh

OCRNet

sh scripts/run_ocr.sh

Evaluation on TC and VC

Change dataroot and prediction root in TC_cal.py and VC_perclip.py.

python TC_cal.py

python VC_perclip.py

This implementation utilized this code and RAFT.

Citation

@inproceedings{miao2021vspw,

  title={VSPW: A Large-scale Dataset for Video Scene Parsing in the Wild},

  author={Miao, Jiaxu and Wei, Yunchao and  Wu, Yu and Liang, Chen and Li, Guangrui and Yang, Yi},

  booktitle={Proceedings of the {IEEE} Conference on Computer Vision and Pattern Recognition},

  year={2021}

}
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Comments
  • about 0 bytes images in your dataset

    about 0 bytes images in your dataset

    hello thanks for the great work. I have entered the competition that your held. I download the data from the link you provide and extract it by the command unzip. I find that there are 0 bytes images "VSPW_480p/data/988_f_Xvy_DCPt8/origin" as it shows in the following image: Screenshot from 2021-06-18 15-19-56 would you like to tell me how I can fix it or could you provide the new download link to me thank you very much

    opened by algorithmlixuan 1
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