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| Collections: | |
| - Name: SATRN | |
| Metadata: | |
| Training Data: OCRDataset | |
| Training Techniques: | |
| - Adam | |
| Training Resources: 4x Tesla A100 | |
| Epochs: 6 | |
| Batch Size: 512 | |
| Architecture: | |
| - ShallowCNN | |
| - SatrnEncoder | |
| - NRTRDecoder | |
| 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_shallow_5e_st_mj | |
| Alias: SATRN | |
| In Collection: SATRN | |
| Config: configs/textrecog/satrn/satrn_shallow_5e_st_mj.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.9600 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.9196 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9606 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.8031 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.8837 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.8993 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/satrn/satrn_shallow_5e_st_mj/satrn_shallow_5e_st_mj_20220915_152443-5fd04a4c.pth | |
| - Name: satrn_shallow-small_5e_st_mj | |
| Alias: SATRN_sm | |
| In Collection: SATRN | |
| Config: configs/textrecog/satrn/satrn_shallow-small_5e_st_mj.py | |
| Metadata: | |
| Training Data: | |
| - SynthText | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.9423 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.8995 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9567 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.7877 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.8574 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.8507 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/satrn/satrn_shallow-small_5e_st_mj/satrn_shallow-small_5e_st_mj_20220915_152442-5591bf27.pth | |