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.
Date | Method | MOTA | MOTP | IDF1 | Mostly Matched | Partially Matched | Mostly Lost | |||
---|---|---|---|---|---|---|---|---|---|---|
2024-04-25 | GoMatching | 22.83% | 80.43% | 46.09% | 2670 | 1670 | 8237 | |||
2023-03-21 | TencentOCR | 22.44% | 80.82% | 56.45% | 5062 | 1075 | 6440 | |||
2024-05-30 | LOGO | 12.94% | 78.78% | 46.26% | 3238 | 1213 | 8126 | |||
2023-03-21 | DA | 10.51% | 78.97% | 53.45% | 4629 | 1392 | 6556 | |||
2023-03-21 | abcmot | 5.54% | 74.61% | 24.25% | 528 | 946 | 11103 | |||
2023-03-15 | TransDETR | 0.00% | 0.00% | 0.00% | 0 | 0 | 0 | |||
2023-03-18 | End-to-End | 0.00% | 0.00% | 0.00% | 0 | 0 | 0 | |||
2023-03-21 | solar flare | 0.00% | 0.00% | 0.00% | 0 | 0 | 0 | |||
2023-03-19 | TextTrack | -25.09% | 74.95% | 26.38% | 1388 | 1127 | 10062 | |||
2023-03-19 | TextTrack | -25.09% | 74.95% | 26.38% | 1388 | 1127 | 10062 | |||
2023-03-19 | SCUT-MMOCR-KS | -27.47% | 76.59% | 43.61% | 4090 | 1471 | 7016 | |||
2023-03-20 | TransDeTR+HRNet | -28.58% | 80.36% | 26.20% | 1556 | 543 | 10478 |