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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
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