mirror of https://github.com/open-mmlab/mmocr.git
100 lines
2.8 KiB
YAML
100 lines
2.8 KiB
YAML
Collections:
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- Name: SAR
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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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Training Resources: 8x NVIDIA A100-SXM4-80GB
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Epochs: 5
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Batch Size: 3072
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Architecture:
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- ResNet31OCR
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- SAREncoder
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- ParallelSARDecoder
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Paper:
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URL: https://arxiv.org/pdf/1811.00751.pdf
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Title: 'Show, Attend and Read:A Simple and Strong Baseline for Irregular Text Recognition'
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README: configs/textrecog/sar/README.md
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Models:
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- Name: sar_resnet31_parallel-decoder_5e_st-sub_mj-sub_sa_real
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Alias: SAR
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In Collection: SAR
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Config: configs/textrecog/sar/sar_resnet31_parallel-decoder_5e_st-sub_mj-sub_sa_real.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: 0.9533
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- Task: Text Recognition
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Dataset: SVT
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Metrics:
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word_acc: 0.8841
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- Task: Text Recognition
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Dataset: ICDAR2013
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Metrics:
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word_acc: 0.9369
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- Task: Text Recognition
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Dataset: ICDAR2015
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Metrics:
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word_acc: 0.7602
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- Task: Text Recognition
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Dataset: SVTP
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Metrics:
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word_acc: 0.8326
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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/sar/sar_resnet31_parallel-decoder_5e_st-sub_mj-sub_sa_real/sar_resnet31_parallel-decoder_5e_st-sub_mj-sub_sa_real_20220915_171910-04eb4e75.pth
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- Name: sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real
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In Collection: SAR
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Config: configs/textrecog/sar/sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real.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: 0.9553
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- Task: Text Recognition
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Dataset: SVT
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Metrics:
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word_acc: 0.8717
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- Task: Text Recognition
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Dataset: ICDAR2013
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Metrics:
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word_acc: 0.9409
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- Task: Text Recognition
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Dataset: ICDAR2015
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Metrics:
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word_acc: 0.7737
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- Task: Text Recognition
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Dataset: SVTP
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Metrics:
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word_acc: 0.8093
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- Task: Text Recognition
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Dataset: CT80
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Metrics:
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word_acc: 0.8924
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Weights: https://download.openmmlab.com/mmocr/textrecog/sar/sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real/sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real_20220915_185451-1fd6b1fc.pth
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