• Evaluation
  • Intersection Over Union
  • IoU 0.7

    • method: SRFormer (ResNet50-#1seg)2023-08-09

    Authors: Qingwen Bu

    Affiliation: Shanghai Jiao Tong University

    Description: We first pre-train our model on SynthText150k, MLT17, LSVT and ICDAR19-ArT for 300k iterations and then tune it on ArT for 50k iterations. No TTA or any ensemble method is employed.

    @misc{bu2023srformer, title={SRFormer: Empowering Regression-Based Text Detection Transformer with Segmentation}, author={Qingwen Bu and Sungrae Park and Minsoo Khang and Yichuan Cheng}, year={2023}, eprint={2308.10531}, archivePrefix={arXiv}, primaryClass={cs.CV} }

    Source code

    method: TextFuseNet (ResNeXt-101)2020-10-01

    Authors: Jian Ye, Zhe Chen, Juhua Liu, Bo Du

    Affiliation: Wuhan University

    Email: leaf-yej@whu.edu.cn

    Description: This is a preliminary evaluation result of TextFuseNet with ResNeXt-101. Multi-scale training and single-scale testing are used to get the final results. Sigma Lab, Wuhan University.

    TextFuseNet: Scene Text Detection with Richer Fused Features.

    Source code

    method: CUTeOCR2019-04-30

    Authors: Zhuotao Tian, Zhicheng Yang, Pengyuan Lyu, Ruiyu Li

    Description: We use MASK R-CNN as our baseline. We are from CUHK, HIT and Tencent Youtu Lab.

    Kaiming He , Georgia Gkioxari , Piotr Doll{\'{a}}r , Ross B. Girshick, Mask R-CNN, International Conference on Computer Vision, {ICCV} 2017

    Shu Liu, Lu Qi, Haifang Qin, Jianping Shi and Jiaya Jia, Path Aggregation Network for Instance Segmentation, 2018 IEEE Conference on Computer Vision and Pattern Recognition

    Ranking Table

    Description Paper Source Code
    DateMethodRecallPrecisionHmean
    2023-08-09SRFormer (ResNet50-#1seg)73.51%86.08%79.30%
    2020-10-01TextFuseNet (ResNeXt-101)72.77%85.42%78.59%
    2019-04-30CUTeOCR71.56%86.57%78.36%
    2022-07-11DPText-DETR (ResNet-50)73.70%82.97%78.06%
    2021-03-26TextFuseNet (ResNet-50)69.42%82.59%75.44%
    2019-04-30Fudan-Supremind Detection v371.61%79.26%75.24%
    2019-04-30DMText_art66.15%85.09%74.43%
    2019-04-30TEXT_SNIPER71.45%76.17%73.74%
    2019-04-29CRAFT68.93%77.25%72.85%
    2019-04-30MaskDet67.04%76.47%71.44%
    2019-04-30CCISTD60.72%81.16%69.47%
    2019-04-25Art detect by vivo57.15%80.72%66.92%
    2019-04-30DMCA64.01%69.08%66.45%
    2019-04-30TMIS53.49%86.19%66.01%
    2019-04-28Improved Progressive scale expansion Net52.24%75.88%61.88%
    2019-04-27TextCohesion_143.66%68.08%53.20%
    2019-04-30MSR0.46%0.55%0.50%

    Ranking Graphic