mirror of https://github.com/open-mmlab/mmocr.git
59 lines
1.5 KiB
YAML
59 lines
1.5 KiB
YAML
Collections:
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- Name: RobustScanner
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Metadata:
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Training Data: OCRDataset
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Training Techniques:
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- Adam
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Epochs: 5
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Batch Size: 1024
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Training Resources: 16x GeForce GTX 1080 Ti
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Architecture:
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- ResNet31OCR
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- ChannelReductionEncoder
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- RobustScannerDecoder
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Paper:
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URL: https://arxiv.org/pdf/2007.07542.pdf
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Title: 'RobustScanner: Dynamically Enhancing Positional Clues for Robust Text Recognition'
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README: configs/textrecog/robust_scanner/README.md
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Models:
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- Name: robustscanner_r31_academic
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In Collection: RobustScanner
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Config: configs/textrecog/robust_scanner/robustscanner_r31_academic.py
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Metadata:
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Training Data:
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- ICDAR2011
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- ICDAR2013
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- ICDAR2015
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- COCO text
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- IIIT5K
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- SynthText
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- SynthAdd
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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: 95.1
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- Task: Text Recognition
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Dataset: SVT
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Metrics:
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word_acc: 89.2
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- Task: Text Recognition
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Dataset: ICDAR2013
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Metrics:
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word_acc: 93.1
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- Task: Text Recognition
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Dataset: ICDAR2015
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Metrics:
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word_acc: 77.8
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- Task: Text Recognition
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Dataset: SVTP
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Metrics:
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word_acc: 80.3
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- Task: Text Recognition
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Dataset: CT80
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Metrics:
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word_acc: 90.3
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Weights: https://download.openmmlab.com/mmocr/textrecog/robustscanner/robustscanner_r31_academic-5f05874f.pth
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