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| Collections: | |
| - Name: SVTR | |
| Metadata: | |
| Training Data: OCRDataset | |
| Training Techniques: | |
| - AdamW | |
| Training Resources: 4x Tesla A100 | |
| Epochs: 20 | |
| Batch Size: 2048 | |
| Architecture: | |
| - STN | |
| - SVTREncoder | |
| - SVTRDecoder | |
| Paper: | |
| URL: https://arxiv.org/pdf/2205.00159.pdf | |
| Title: 'SVTR: Scene Text Recognition with a Single Visual Model' | |
| README: configs/textrecog/svtr/README.md | |
| Models: | |
| - Name: svtr-small_20e_st_mj | |
| Alias: svtr-small | |
| In Collection: SVTR | |
| Config: configs/textrecog/svtr/svtr-small_20e_st_mj.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.8553 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.9026 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9448 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.7496 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.8496 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.8854 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/svtr/svtr-small_20e_st_mj/svtr-small_20e_st_mj-35d800d6.pth | |
| - Name: svtr-base_20e_st_mj | |
| Alias: svtr-base | |
| Batch Size: 1024 | |
| In Collection: SVTR | |
| Config: configs/textrecog/svtr/svtr-base_20e_st_mj.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.8570 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.9181 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9438 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.7448 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.8388 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.9028 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/svtr/svtr-base_20e_st_mj/svtr-base_20e_st_mj-ea500101.pth | |