method: Tencent TEG OCR2020-03-15

Authors: Pei Xu, Shan Huang, Hongzhen Wang, Shen Huang, Qi Ju.

Description: We reimplemented the standalone recognition method according to the end-to-end text spotting code released by the Mask TextSpotter[TPAMI]. It is a seq-to-seq method based on 2D attention. We synthesize curved text images for pretraining by the method of VGG synthtext. We add public dataset including icdar2013-2015, CUTE, SVT, IIIT5k, RCTW2017, LSVT to finetune and don't use any private data.

method: AntMaskText32023-05-06

Authors: JIe Wang, Tao Huang, Taoxu

Affiliation: Ant-Group

Description: Based on Maskrcnn + SPN + SAM, we select on MaskTextSpotterv3 as our baseline. we construct a dictionary with 5800 classes. Some public datasets are used in our experiments, including icdar2013, icdar2015, LSVT, RCTW, part of MLT, and ReCTS. In the 2D-attention module, we improve the representation ability to recognize the chinese characters.

Mask TextSpotter v3: Segmentation Proposal Network for Robust Scene Text Spotting

Source code

method: pq_dp2023-05-05

Authors: -

Affiliation: -

Description: -

Ranking Table

Description Paper Source Code
DateMethodRecallPrecisionHmean1-NED
2020-03-15Tencent TEG OCR60.33%63.66%61.95%64.13%
2023-05-06AntMaskText352.04%64.69%57.68%59.47%
2023-05-05pq_dp54.42%67.83%60.39%55.02%
2019-04-28baseline_0.5_class_543547.98%52.56%50.17%54.91%
2019-04-28Alibaba-PAI47.02%62.01%53.48%51.68%
2019-04-30QAQ341.72%55.07%47.48%49.10%
2019-04-29CLTDR40.75%51.90%45.65%48.78%
2019-04-30Detection-Recognition39.71%55.02%46.13%48.03%
2019-11-07Sogou_OCR42.55%47.67%44.96%46.79%
2021-04-28NN_euro638.46%63.53%47.91%43.89%
2019-04-30So Cold 2.036.25%32.26%34.14%39.58%
2019-04-29task331.98%48.62%38.58%37.65%
2021-04-23HOCRA37.14%40.26%38.64%37.05%
2021-04-30HOCRA_v235.01%53.25%42.25%36.87%
2023-05-05pq_ts31.65%50.93%39.04%34.02%
2019-04-16Art-test_baseline_task326.75%30.86%28.66%33.07%
2019-04-30CRAFT + TPS-ResNet v128.12%37.82%32.26%29.58%
2021-04-29HOCRA_base24.59%60.68%35.00%28.77%

Ranking Graphic

Ranking Graphic