method: ecn-based method2017-06-02
Authors: Yizhi Wang
Description: This is a ECN-based model. It uses a loss function that takes into account the global classification error for a group of N patches instead of looking only into a single image patch.
ECN: Gomez L, Nicolaou A, Karatzas D. Improving patch-based scene text script identification with ensembles of conjoined networks[J]. Pattern Recognition, 2017, 67:85-96.
Confusion Matrix
Detection | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
Arabic | Latin | Chinese | Japanese | Korean | Bangla | Symbols | Mixed | None | ||
GT | Arabic | 4425 | 520 | 44 | 90 | 41 | 9 | 13 | 0 | 0 |
Latin | 328 | 57571 | 617 | 924 | 797 | 169 | 131 | 0 | 0 | |
Chinese | 11 | 440 | 3245 | 941 | 105 | 3 | 5 | 0 | 0 | |
Japanese | 58 | 2667 | 1144 | 3945 | 308 | 23 | 12 | 0 | 0 | |
Korean | 123 | 4104 | 469 | 802 | 7412 | 72 | 10 | 0 | 0 | |
Bangla | 18 | 269 | 37 | 46 | 21 | 2154 | 0 | 0 | 0 | |
Symbols | 61 | 1602 | 25 | 228 | 67 | 19 | 1494 | 0 | 0 | |
Mixed | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
None | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |