https://github.com/cvi-szu/stkm

Self-attention based Text Knowledge Mining for Text Detection

https://github.com/cvi-szu/stkm

Science Score: 13.0%

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    Low similarity (5.5%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Self-attention based Text Knowledge Mining for Text Detection

Basic Info
  • Host: GitHub
  • Owner: CVI-SZU
  • License: apache-2.0
  • Language: Python
  • Default Branch: main
  • Size: 1.7 MB
Statistics
  • Stars: 47
  • Watchers: 4
  • Forks: 7
  • Open Issues: 4
  • Releases: 0
Created over 5 years ago · Last pushed over 3 years ago
Metadata Files
Readme License

README.md

STKM: Self-attention based Text Knowledge Mining for Text Detection

This is the pytorch implementation of Paper: Self-attention based Text Knowledge Mining for Text Detection (CVPR 2021).

Model

The pre-trained model is now available. - Baidu Yun password: 5sea - Google Driver

Installation

  • Python=3.8
  • PyTorch=1.8.0, torchvision=0.9.0, cudatoolkit=10.2
  • OpenCV for visualization

Train

python train.py

Test

python eval.py

Transfer and replace

python trans2res.py

Reference

If you find STKM useful in your research, please cite it in your publications:

BibText @inproceedings{wan2021self, title={Self-attention based text knowledge mining for text detection}, author={Wan, Qi and Ji, Haoqin and Shen, Linlin}, booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, pages={5983--5992}, year={2021} }

Owner

  • Name: Computer Vision Institute, SZU
  • Login: CVI-SZU
  • Kind: organization
  • Location: Shenzhen Univeristy, Shenzhen, China

Computer Vision Institute, Shenzhen University

GitHub Events

Total
  • Watch event: 2
  • Fork event: 1
Last Year
  • Watch event: 2
  • Fork event: 1

Issues and Pull Requests

Last synced: about 1 year ago

All Time
  • Total issues: 10
  • Total pull requests: 1
  • Average time to close issues: about 1 year
  • Average time to close pull requests: 8 minutes
  • Total issue authors: 8
  • Total pull request authors: 1
  • Average comments per issue: 1.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • whgao97 (2)
  • lmplayer (1)
  • WayoSunny (1)
  • lilong-wen (1)
  • Apm5 (1)
  • happy20200 (1)
  • Airwithcode (1)
  • CanCanZeng (1)
Pull Request Authors
  • josephzpng (1)
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Dependencies

requirements.txt pypi
  • Pillow ==9.2.0
  • numpy ==1.21.5
  • opencv_python ==4.5.5.64