Robust ReadingCompetition
Challenges

method: Alibaba-PAI2018-01-31

Authors: Qiangpeng Yang, Mengli Cheng, Wenmeng Zhou, Yan Chen, Wei Lin

Description: We are from OCR team of Alibaba-PAI group.
IncepText: A New Inception-Text Module with Deformable PSROI Pooling for Multi-Oriented Scene Text Detection.
Accepted by IJCAI 2018.
The final version is being revised now.

method: FOTS2018-01-22

Authors: Xuebo Liu, Ding Liang, Shi Yan, Dagui Chen, Yu Qiao, Junjie Yan

Description: A unified end-to-end trainable Fast Oriented Text Spotting (FOTS) network for simultaneous detection and recognition, sharing computation and visual information among the two complementary tasks.

method: HoText_v12018-03-05

Authors: Zijian Zhou, Zhizhong Su, Shuangping Huang, Lianwen Jin

Description: An end to end training method (both text detection and recognition), the paper is in preparation.

Ranking Table

Description Paper Source Code
DateMethodRecallPrecisionHmean
2018-01-31Alibaba-PAI87.34%93.84%90.47%
2018-01-22FOTS87.92%91.85%89.84%
2018-03-05HoText_v183.58%96.34%89.51%
2017-09-15Baidu VIS 83.39%93.62%88.21%
2017-12-19HIK_OCR_V184.59%91.94%88.11%
2017-09-12SenseTime V384.83%90.82%87.73%
2018-05-18PSENet_NJU_ImagineLab (single-scale)85.22%89.30%87.21%
2017-09-11Dahua-OCR V383.44%91.31%87.19%
2018-06-23TongJi &UESTC82.33%91.01%86.45%
2018-01-16HappyCCL83.87%89.10%86.41%
2017-12-25Alibaba-PAI82.91%89.55%86.10%
2017-07-12Tencent-DPPR81.80%90.71%86.03%
2017-07-04Baidu IDL v381.99%89.82%85.73%
2017-05-13SRC-B-MachineLearningLab-v382.81%88.66%85.64%
2017-09-13PixelLink83.77%86.65%85.19%
2017-07-26TextBoxes++80.79%89.11%84.75%
2018-01-04crpn80.69%88.77%84.54%
2017-11-26blank_net_v180.79%88.46%84.45%
2018-06-01Super Fast Scene Text Detector_v280.40%88.83%84.41%
2017-10-22TDN_SJTU_v280.93%87.69%84.18%
2017-09-03CCFLAB_FTSN80.07%88.65%84.14%
2017-09-07cvte_zju_v284.40%83.64%84.02%
2018-05-07textDetection84.83%83.19%84.00%
2017-02-17NLPR-CASIA82.76%84.76%83.75%
2018-04-12TzT & ZJY_Net81.85%85.73%83.74%
2017-06-11SCUT_DMPNet_pro83.73%83.53%83.63%
2017-09-04TDN_SJTU80.55%86.59%83.46%
2018-01-10HoText_v079.20%86.40%82.64%
2018-04-28train twice79.20%85.77%82.35%
2018-01-08q80.74%83.81%82.25%
2017-08-18Dahua-OCR v179.30%85.16%82.12%
2018-04-26east-modified78.57%85.40%81.85%
2017-02-22SRC-B-MachineLearningLab-v279.78%83.64%81.67%
2017-08-14MultDet78.48%84.32%81.30%
2017-12-22kb537s77.18%85.68%81.21%
2017-01-21CNN based model79.68%82.34%80.99%
2017-12-11Huaibeicun TextDetector77.32%84.66%80.83%
2017-07-31EAST reimplemention with resnet 5077.32%84.66%80.83%
2017-06-19Megvii-EAST78.33%83.27%80.72%
2017-10-18ICT76.55%85.21%80.65%
2017-07-31dengdan_zju_cad80.36%80.43%80.39%
2017-08-11SegRPN75.83%85.18%80.23%
2017-07-12CCFLAB_v177.03%83.68%80.22%
2017-01-23RRPN-477.13%83.52%80.20%
2017-11-21ITN_VGG74.15%85.70%79.50%
2017-01-13MSRA_v174.10%85.22%79.27%
2018-05-07vm2474.92%82.63%78.59%
2018-04-27my_east_with_atrous75.25%81.96%78.46%
2016-10-28RRPN-373.23%82.17%77.44%
2017-07-13knet072.46%83.06%77.40%
2018-06-19BUPT ICYBEE74.15%80.59%77.23%
2017-01-19SRC-B-MachineLearningLab69.86%86.11%77.14%
2017-01-13SCUT_DMP_v276.89%77.00%76.95%
2017-02-12SSTD73.86%80.23%76.91%
2017-07-13knet176.89%76.01%76.45%
2017-07-14zju_cvte_seglink_51272.85%80.22%76.36%
2017-07-09CCFLAB75.06%77.25%76.14%
2017-01-14hust_orientedText76.50%74.74%75.61%
2017-10-12DDR_v473.57%77.76%75.61%
2016-10-25Baidu IDL v272.75%77.41%75.01%
2017-10-24BJUT_FNIC70.73%79.45%74.83%
2017-05-01TsinghuaOCR67.74%83.21%74.68%
2017-10-12DDR_v374.96%72.02%73.46%
2017-10-12DDR_v274.19%69.32%71.67%
2016-09-23HUST_OrientedText74.15%69.03%71.49%
2017-03-25UCSC_TextSpotter65.05%79.05%71.37%
2016-10-25SCUT_DMPNet68.22%73.23%70.64%
2016-09-06RRPN-272.65%68.53%70.53%
2016-06-23Baidu IDL68.22%71.53%69.84%
2015-11-11Megvii-Image++56.96%72.40%63.76%
2017-10-12DDR_v172.80%55.98%63.29%
2016-11-08CTPN51.56%74.22%60.85%
2018-04-27erTree_mxFlow_sigleDir55.32%66.07%60.22%
2017-03-04Google Vision API53.06%67.98%59.60%
2017-09-21UCAS_CMVT349.16%66.38%56.49%
2016-09-07RRPN-172.56%45.42%55.87%
2016-01-15MCLAB_FCN43.09%70.81%53.58%
2017-09-08CMVT_resNet42.99%60.26%50.18%
2015-04-03Stradvision-236.74%77.46%49.84%
2018-03-29resNet-32r-3dp46.65%52.95%49.60%
2015-04-02StradVision-146.27%53.39%49.57%
2015-12-15CASIA_USTB-Cascaded39.53%61.68%48.18%
2015-04-02NJU_Text_Version435.82%72.73%48.00%
2015-04-01NJU Text (Version2)36.25%70.44%47.87%
2017-08-11textbox36.74%65.66%47.11%
2015-03-31AJOU46.94%47.26%47.10%
2015-03-30NJU_Text_Version138.32%56.33%45.62%
2015-03-31NJU_Text_Version237.46%54.14%44.28%
2017-10-12TextFCN V237.02%54.19%43.99%
2015-04-02NJU_Text_Version537.84%51.41%43.59%
2015-04-02HUST MCLAB (VER3.0)37.79%44.00%40.66%
2015-04-02HUST_MCLAB_VER1.034.81%47.47%40.17%
2015-04-02HUST_MCLAB_VER2.034.09%46.49%39.33%
2015-04-02HUST_MCLAB_VER.034.09%46.49%39.33%
2015-04-02Deep2Text-MO32.11%49.59%38.98%
2015-04-03CNN Proposal Based MSER34.42%34.71%34.57%
2015-04-03TD-IMU25.28%34.56%29.20%
2015-04-03TextCatcher-2 (LRDE)34.81%24.91%29.04%
2018-04-25Full YOLO22.00%31.54%25.92%
2018-04-25Tiny YOLO14.54%14.39%14.47%
2015-04-01imagine5.44%12.97%7.67%

Ranking Graphic