mirror of https://github.com/open-mmlab/mmocr.git
90 lines
2.3 KiB
YAML
90 lines
2.3 KiB
YAML
Collections:
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- Name: SVTR
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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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Training Resources: 4x Tesla A100
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Epochs: 20
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Batch Size: 2048
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Architecture:
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- STN
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- SVTREncoder
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- SVTRDecoder
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Paper:
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URL: https://arxiv.org/pdf/2205.00159.pdf
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Title: 'SVTR: Scene Text Recognition with a Single Visual Model'
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README: configs/textrecog/svtr/README.md
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Models:
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- Name: svtr-small_20e_st_mj
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Alias: svtr-small
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In Collection: SVTR
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Config: configs/textrecog/svtr/svtr-small_20e_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: 0.8553
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- Task: Text Recognition
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Dataset: SVT
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Metrics:
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word_acc: 0.9026
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- Task: Text Recognition
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Dataset: ICDAR2013
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Metrics:
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word_acc: 0.9448
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- Task: Text Recognition
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Dataset: ICDAR2015
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Metrics:
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word_acc: 0.7496
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- Task: Text Recognition
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Dataset: SVTP
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Metrics:
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word_acc: 0.8496
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- Task: Text Recognition
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Dataset: CT80
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Metrics:
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word_acc: 0.8854
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Weights: https://download.openmmlab.com/mmocr/textrecog/svtr/svtr-small_20e_st_mj/svtr-small_20e_st_mj-35d800d6.pth
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- Name: svtr-base_20e_st_mj
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Alias: svtr-base
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Batch Size: 1024
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In Collection: SVTR
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Config: configs/textrecog/svtr/svtr-base_20e_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: 0.8570
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- Task: Text Recognition
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Dataset: SVT
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Metrics:
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word_acc: 0.9181
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- Task: Text Recognition
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Dataset: ICDAR2013
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Metrics:
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word_acc: 0.9438
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- Task: Text Recognition
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Dataset: ICDAR2015
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Metrics:
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word_acc: 0.7448
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- Task: Text Recognition
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Dataset: SVTP
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Metrics:
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word_acc: 0.8388
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- Task: Text Recognition
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Dataset: CT80
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Metrics:
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word_acc: 0.9028
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Weights: https://download.openmmlab.com/mmocr/textrecog/svtr/svtr-base_20e_st_mj/svtr-base_20e_st_mj-ea500101.pth
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