Research Article
Texts as Lines: Text Detection with Weak Supervision
Table 5
Experimental results for ICDAR2015. “PT”refers to the model pretrained on SynthText for one epoch. “Ext.” indicates using external data.
| | Method | Ext. | ICDAR15 | | Precision | Recall | F-measure | FPS |
| | CTPN [42] | — | 74.2 | 51.6 | 60.9 | 7.1 | | EAST [13] | — | 83.6 | 73.5 | 78.2 | 6.5 | | RRPN [20] | — | 82.0 | 73.0 | 77.0 | — | | PSENet [16] | — | 81.4 | 79.6 | 80.5 | 1.6 | | PixelLink [28] | — | 82.9 | 81.7 | 82.3 | 7.3 | | SegLink [40] | | 73.1 | 76.8 | 75.0 | — | | SSTD [46] | | 80.2 | 73.9 | 76.9 | 7.7 | | WordSup [35] | | 79.3 | 77.0 | 78.2 | — | | RRD [26] | | 85.6 | 79.0 | 82.2 | 6.5 | | MCN [45] | | 72.0 | 80.0 | 76.0 | — | | TextField [29] | | 80.5 | 84.3 | 82.4 | — | | TextSnake [4] | | 84.9 | 80.4 | 82.6 | 1.1 | | PAN [47] | | 84.0 | 81.9 | 82.9 | 26.1 | | PSENet [16] | | 86.9 | 84.5 | 85.7 | 1.6 | | CRAFT [15] | | 89.8 | 84.3 | 86.9 | 8.6 | | SPCNet [14] | | 88.7 | 85.8 | 87.2 | — | | TAS (ours) | PT | 81.7 | 77.1 | 79.4 | 8.5 |
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