mirror of https://github.com/open-mmlab/mmocr.git
53 lines
1.4 KiB
YAML
53 lines
1.4 KiB
YAML
Collections:
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- Name: ASTER
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Metadata:
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Training Data: OCRDataset
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Training Techniques:
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- AdamW
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Epochs: 6
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Batch Size: 4096
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Training Resources: 4 x NVIDIA A100-SXM4-80GB
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Architecture:
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- ResNet45
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- ASTERDecoder
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Paper:
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URL: https://ieeexplore.ieee.org/abstract/document/8395027/
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Title: 'ASTER: An Attentional Scene Text Recognizer with Flexible Rectification'
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README: configs/textrecog/aster/README.md
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Models:
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- Name: aster_resnet45_6e_st_mj
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Alias: ASTER
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In Collection: ASTER
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Config: configs/textrecog/aster/aster_resnet45_6e_st_mj.py
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Metadata:
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Training Data:
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- SynthText
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- Syn90k
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Results:
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- Task: Text Recognition
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Dataset: IIIT5K
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Metrics:
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word_acc: 0.9357
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- Task: Text Recognition
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Dataset: SVT
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Metrics:
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word_acc: 0.8949
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- Task: Text Recognition
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Dataset: ICDAR2013
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Metrics:
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word_acc: 0.9281
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- Task: Text Recognition
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Dataset: ICDAR2015
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Metrics:
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word_acc: 0.7665
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- Task: Text Recognition
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Dataset: SVTP
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Metrics:
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word_acc: 0.8062
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- Task: Text Recognition
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Dataset: CT80
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Metrics:
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word_acc: 0.8507
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Weights: https://download.openmmlab.com/mmocr/textrecog/aster/aster_resnet45_6e_st_mj/aster_resnet45_6e_st_mj-cc56eca4.pth
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