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| Collections: | |
| - Name: SATRN | |
| Metadata: | |
| Training Data: OCRDataset | |
| Training Techniques: | |
| - Adam | |
| Training Resources: 8x Tesla V100 | |
| Epochs: 6 | |
| Batch Size: 512 | |
| Architecture: | |
| - ShallowCNN | |
| - SatrnEncoder | |
| - TFDecoder | |
| Paper: | |
| URL: https://arxiv.org/pdf/1910.04396.pdf | |
| Title: 'On Recognizing Texts of Arbitrary Shapes with 2D Self-Attention' | |
| README: configs/textrecog/satrn/README.md | |
| Models: | |
| - Name: satrn_academic | |
| In Collection: SATRN | |
| Config: configs/textrecog/satrn/satrn_academic.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 96.1 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 93.5 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 95.7 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 84.1 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 88.5 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 90.3 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/satrn/satrn_academic_20211009-cb8b1580.pth | |
| - Name: satrn_small | |
| In Collection: SATRN | |
| Config: configs/textrecog/satrn/satrn_small.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 94.7 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 91.3 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 95.4 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 81.9 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 85.9 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 86.5 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/satrn/satrn_small_20211009-2cf13355.pth | |