Text Detection on MSRA-TD500 (test)
92.7PrecisionTPF (Ours-640)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TPF (Ours-640)Short image size=640, Backbone=ResNet-18, FPS=45.22026.01 | 92.7 | 82.3 | 87.2 | — | |
| DBExternal training data=true2021.07 | 91.5 | 79.2 | 84.9 | 32 | |
| DBNetBackbone=ResNet-50, Input Size=7362022.02 | 91.5 | 79.2 | 84.9 | 32 | |
| DBNet++Backbone=ResNet-50, Input Size=7362022.02 | 91.5 | 83.3 | 87.2 | 29 | |
| DBVenue=AAAI’20, Backbone=ResNet-18, FPS=322026.01 | 91.5 | 79.2 | 84.9 | — | |
| DB++Venue=TPAMI’23, Backbone=ResNet-18, FPS=292026.01 | 91.5 | 83.3 | 87.2 | — | |
| TPF (Ours-736)Short image size=736, Backbone=ResNet-18, FPS=34.52026.01 | 91.2 | 84.6 | 87.8 | — | |
| MTS-v3Venue=ECCV’20, Backbone=ResNet-182026.01 | 90.7 | 77.5 | 83.5 | — | |
| DBNetBackbone=ResNet-18, Input Size=7362022.02 | 90.4 | 76.3 | 82.8 | 62 | |
| CT-736External training data=true, Resolution=7362021.07 | 90 | 82.5 | 86.1 | 34.8 | |
| CM-NetVenue=TIP’22, Backbone=ResNet-18, FPS=41.72026.01 | 89.9 | 80.6 | 85 | — | |
| DBNet++Backbone=ResNet-18, Input Size=5122022.02 | 89.7 | 76.5 | 82.6 | 80 | |
| SBDFPS=3.22019.06 | 89.6 | 80.5 | 84.8 | — | |
| ABPN [2]Venue=TMM’24, Backbone=ResNet-18, FPS=15.22026.01 | 89.2 | 85.4 | 87.3 | — | |
| MCNVenue=IJCV’20, Backbone=ResNet-182026.01 | 89.1 | 80.7 | 85.2 | — | |
| GVVenue=TPAMI’20, Backbone=ResNet-18, FPS=152026.01 | 88.8 | 84.3 | 86.5 | — | |
| SPMVenue=TPAMI’23, Backbone=ResNet-18, FPS=8.32026.01 | 88.6 | 82.7 | 85.5 | — | |
| MorphTextVenue=TMM’23, Backbone=ResNet-182026.01 | 88.5 | 82.7 | 85.5 | — | |
| RFNVenue=TCSVT’22, Backbone=ResNet-182026.01 | 88.4 | 80 | 84 | — | |
| CRAFTExternal training data=true2021.07 | 88.2 | 78.2 | 82.9 | 8.6 | |
| CRAFT2022.02 | 88.2 | 78.2 | 82.9 | 8.6 | |
| DRRGExternal training data=true2021.07 | 88.1 | 82.3 | 85.1 | — | |
| MCNExternal training data=true2021.07 | 88 | 79 | 83 | — | |
| MCN2022.02 | 88 | 79 | 83 | — | |
| DBNet++Backbone=ResNet-18, Input Size=7362022.02 | 87.9 | 82.5 | 85.1 | 55 | |
| oursFPS=5.7, test size=768x768, tau=0.652018.02 | 87.6 | 76.2 | 81.5 | — | |
| Lyu et al.FPS=5.72019.06 | 87.6 | 76.5 | 81.5 | — | |
| Lyu et al.2022.02 | 87.6 | 76.2 | 81.5 | 5.7 | |
| TextFieldExternal training data=true2021.07 | 87.4 | 75.9 | 81.3 | — | |
| MSR2022.02 | 87.4 | 76.7 | 81.7 | — | |
| EASTFPS=13.2, Base Network=not VGG162018.02 | 87.3 | 67.4 | 76.1 | — | |
| Zhou et al.FPS=13.22019.06 | 87.3 | 67.4 | 76.1 | — | |
| EASTExternal training data=false2021.07 | 87.3 | 67.4 | 76.1 | — | |
| CT-736External training data=false, Resolution=7362021.07 | 87.1 | 79.3 | 83 | 34.8 | |
| Liao et al.FPS=102019.06 | 87 | 73 | 79 | — | |
| RRDExternal training data=true2021.07 | 87 | 73 | 79 | 10 | |
| RRD2022.02 | 87 | 73 | 79 | 10 | |
| SegLinkFPS=8.92018.02 | 86 | 70 | 77 | — | |
| Shi et al.FPS=8.92019.06 | 86 | 70 | 77 | — | |
| SegLinkExternal training data=true2021.07 | 86 | 70 | 77 | 8.9 | |
| DBNetBackbone=ResNet-18, Input Size=5122022.02 | 85.7 | 73.2 | 79 | 82 | |
| ABPN [60]Venue=ICCV’21, Backbone=ResNet-18, FPS=12.72026.01 | 85.4 | 80.7 | 83 | — | |
| PAN++Venue=TPAMI’22, Backbone=ResNet-18, FPS=32.52026.01 | 85.3 | 84 | 84.7 | — | |
| PANExternal training data=true2021.07 | 84.4 | 83.8 | 84.1 | 30.2 | |
| PAN2022.02 | 84.4 | 83.8 | 84.1 | 30.2 | |
| PANVenue=ICCV’19, Backbone=ResNet-18, FPS=30.22026.01 | 84.4 | 83.8 | 84.1 | — | |
| SAE2022.02 | 84.2 | 81.7 | 82.9 | — | |
| TextSnakeExternal training data=true2021.07 | 83.2 | 73.9 | 78.3 | 1.1 | |
| TextSnake2022.02 | 83.2 | 73.9 | 78.3 | 1.1 | |
| Zhang et al.FPS=0.482018.02 | 83 | 67 | 74 | — | |
| Zhang et al.FPS=0.482019.06 | 83 | 67 | 74 | — | |
| Deng et al.2019.06 | 83 | 73.2 | 77.8 | — | |
| PixelLinkExternal training data=true2021.07 | 83 | 73.2 | 77.8 | 3 | |
| PixelLink2022.02 | 83 | 73.2 | 77.8 | 3 | |
| Xue et al.2022.02 | 83 | 77.4 | 80.1 | — | |
| RRPNExternal training data=false2021.07 | 82 | 68 | 74 | 13.2 | |
| RRPN2022.02 | 82 | 68 | 74 | — | |
| EASTFPS=6.52, Base Network=VGG162018.02 | 81.7 | 61.6 | 70.2 | — | |
| PANExternal training data=false2021.07 | 80.7 | 77.3 | 78.9 | 30.2 | |
| He et al.FPS=1.12018.02 | 77 | 70 | 74 | — | |
| He et al.FPS=1.12019.06 | 77 | 70 | 74 | — | |
| Wu and Natarajan2019.06 | 77 | 78 | 77 | — | |
| DeepReg2022.02 | 77 | 70 | 74 | 1.1 | |
| Yao et al.FPS=1.612018.02 | 76.5 | 75.3 | 75.9 | — | |
| Yao et al.FPS=1.612019.06 | 76.5 | 75.3 | 75.9 | — | |
| Kang et al.2018.02 | 71 | 62 | 66 | — | |
| Kang et al.2019.06 | 71 | 62 | 66 | — | |
| He et al.2022.02 | 71 | 61 | 69 | — | |
| TD-Mixture2018.02 | 63 | 63 | 60 | — | |
| TD-ICDAR2018.02 | 53 | 52 | 50 | — |