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Collections:
- Name: ABINet
Metadata:
Training Data: OCRDataset
Training Techniques:
- Adam
Epochs: 20
Batch Size: 1536
Training Resources: 8x Tesla V100
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_only_academic
In Collection: ABINet
Config: configs/textrecog/abinet/abinet_vision_only_academic.py
Metadata:
Training Data:
- SynthText
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 94.7
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 91.7
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 93.6
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 83.0
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 85.1
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 86.5
Weights: https://download.openmmlab.com/mmocr/textrecog/abinet/abinet_vision_only_academic-e6b9ea89.pth
- Name: abinet_academic
In Collection: ABINet
Config: configs/textrecog/abinet/abinet_academic.py
Metadata:
Training Data:
- SynthText
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 95.7
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 94.6
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 95.7
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 85.1
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 90.4
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 90.3
Weights: https://download.openmmlab.com/mmocr/textrecog/abinet/abinet_academic-f718abf6.pth
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