method: GoMatching2024-04-25

Authors: HeHaibin, YeMaoyuan, ZhangJing, LiuJuhua, TaoDacheng

Affiliation: Wuhan University

Description: We extend off-the-shelf image text spotter DeepSolo to video text spotter via long-short term matching module.

method: TencentOCR2023-03-21

Authors: Yuxin Wang, Qingxiang Lin, Sicong Liu, Huiwen Shi, Fan Yang, Lifu Wang, Haoxi Li, Weida Chen, Chen Li, Mingmin Yang, Chunchao Guo, Hongfa Wang, Wei Liu

Affiliation: TencentOCR

Description: We integrated the detection results of DBNet and Cascade MaskRCNN built with multiple Backbone architectures, combined with the Parseq English recognition model for recognition, and further improved the end-to-end tracking with ByteTrack. As a result, we obtained end-to-end tracking and trajectory recognition results.

method: LOGO2024-05-30

Authors: Hongen Liu, Di Sun, Jiahao Wang, Yi Liu, Gang Pan

Affiliation: College of Intelligence and Computing, Tianjin University;Tianjin University of Science and Technology; Baidu Inc.

Description: We propose a Language Collaboration and Glyph Perception Model, termed LOGO to enhance the performance of conventional text spotters through the integration of a synergy module. To achieve this goal, a language synergy classifier (LSC) is designed to explicitly discern text instances from background noise in the recognition stage. Besides, the glyph supervision and visual position mixture module are proposed to enhance the recognition accuracy of noisy text regions, and acquire more discriminative tracking features, respectively.

Ranking Table

Description Paper Source Code
DateMethodMOTAMOTPIDF1Mostly MatchedPartially MatchedMostly Lost
2024-04-25GoMatching22.83%80.43%46.09%267016708237
2023-03-21TencentOCR22.44%80.82%56.45%506210756440
2024-05-30LOGO12.94%78.78%46.26%323812138126
2023-03-21DA10.51%78.97%53.45%462913926556
2023-03-21abcmot5.54%74.61%24.25%52894611103
2023-03-15TransDETR0.00%0.00%0.00%000
2023-03-18End-to-End0.00%0.00%0.00%000
2023-03-21solar flare0.00%0.00%0.00%000
2023-03-19TextTrack-25.09%74.95%26.38%1388112710062
2023-03-19TextTrack-25.09%74.95%26.38%1388112710062
2023-03-19SCUT-MMOCR-KS-27.47%76.59%43.61%409014717016
2023-03-20TransDeTR+HRNet-28.58%80.36%26.20%155654310478

Ranking Graphic