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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