Spaces:
Sleeping
Sleeping
| Collections: | |
| - Name: RobustScanner | |
| Metadata: | |
| Training Data: OCRDataset | |
| Training Techniques: | |
| - Adam | |
| Epochs: 5 | |
| Batch Size: 1024 | |
| Training Resources: 4x NVIDIA A100-SXM4-80GB | |
| Architecture: | |
| - ResNet31OCR | |
| - ChannelReductionEncoder | |
| - RobustScannerDecoder | |
| Paper: | |
| URL: https://arxiv.org/pdf/2007.07542.pdf | |
| Title: 'RobustScanner: Dynamically Enhancing Positional Clues for Robust Text Recognition' | |
| README: configs/textrecog/robust_scanner/README.md | |
| Models: | |
| - Name: robustscanner_resnet31_5e_st-sub_mj-sub_sa_real | |
| Alias: RobustScanner | |
| In Collection: RobustScanner | |
| Config: configs/textrecog/robust_scanner/robustscanner_resnet31_5e_st-sub_mj-sub_sa_real.py | |
| Metadata: | |
| Training Data: | |
| - ICDAR2011 | |
| - ICDAR2013 | |
| - ICDAR2015 | |
| - COCO text | |
| - IIIT5K | |
| - SynthText | |
| - SynthAdd | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 0.9510 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 0.8934 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 0.9320 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 0.7559 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 0.8078 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 0.8715 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/robust_scanner/robustscanner_resnet31_5e_st-sub_mj-sub_sa_real/robustscanner_resnet31_5e_st-sub_mj-sub_sa_real_20220915_152447-7fc35929.pth | |