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| Collections: | |
| - Name: ABINet-vision | |
| Metadata: | |
| Training Data: OCRDataset | |
| Training Techniques: | |
| - Adam | |
| Epochs: 20 | |
| Batch Size: 1536 | |
| Training Resources: 2 x NVIDIA A100-SXM4-80GB | |
| Architecture: | |
| - ResNetABI | |
| - ABIVisionModel | |
| Paper: | |
| URL: https://arxiv.org/pdf/2103.06495.pdf | |
| Title: 'Read Like Humans: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Recognition' | |
| README: configs/textrecog/abinet/README.md | |
| - Name: ABINet | |
| Metadata: | |
| Training Data: OCRDataset | |
| Training Techniques: | |
| - Adam | |
| Epochs: 20 | |
| Batch Size: 1536 | |
| Training Resources: 8 x NVIDIA A100-SXM4-80GB | |
| Architecture: | |
| - ResNetABI | |
| - ABIVisionModel | |
| - ABILanguageDecoder | |
| - ABIFuser | |
| Paper: | |
| URL: https://arxiv.org/pdf/2103.06495.pdf | |
| Title: 'Read Like Humans: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Recognition' | |
| README: configs/textrecog/abinet/README.md | |
| Models: | |
| - Name: abinet-vision_20e_st-an_mj | |
| Alias: ABINet_Vision | |
| In Collection: ABINet-vision | |
| Config: configs/textrecog/abinet/abinet-vision_20e_st-an_mj.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.9523 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.9057 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9369 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.7886 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.8403 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.8437 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/abinet/abinet-vision_20e_st-an_mj/abinet-vision_20e_st-an_mj_20220915_152445-85cfb03d.pth | |
| - Name: abinet_20e_st-an_mj | |
| Alias: ABINet | |
| In Collection: ABINet | |
| Config: configs/textrecog/abinet/abinet_20e_st-an_mj.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.9603 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.9382 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9547 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.8122 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.8868 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.8785 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/abinet/abinet_20e_st-an_mj/abinet_20e_st-an_mj_20221005_012617-ead8c139.pth | |