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Collections:
- Name: SAR
Metadata:
Training Data: OCRDataset
Training Techniques:
- Adam
Training Resources: 8x NVIDIA A100-SXM4-80GB
Epochs: 5
Batch Size: 3072
Architecture:
- ResNet31OCR
- SAREncoder
- ParallelSARDecoder
Paper:
URL: https://arxiv.org/pdf/1811.00751.pdf
Title: 'Show, Attend and Read:A Simple and Strong Baseline for Irregular Text Recognition'
README: configs/textrecog/sar/README.md
Models:
- Name: sar_resnet31_parallel-decoder_5e_st-sub_mj-sub_sa_real
Alias: SAR
In Collection: SAR
Config: configs/textrecog/sar/sar_resnet31_parallel-decoder_5e_st-sub_mj-sub_sa_real.py
Metadata:
Training Data:
- ICDAR2011
- ICDAR2013
- ICDAR2015
- COCO text
- IIIT5K
- SynthText
- SynthAdd
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 0.9533
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 0.8841
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 0.9369
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 0.7602
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 0.8326
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 0.9028
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
- Name: sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real
In Collection: SAR
Config: configs/textrecog/sar/sar_resnet31_sequential-decoder_5e_st-sub_mj-sub_sa_real.py
Metadata:
Training Data:
- ICDAR2011
- ICDAR2013
- ICDAR2015
- COCO text
- IIIT5K
- SynthText
- SynthAdd
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 0.9553
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 0.8717
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 0.9409
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 0.7737
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 0.8093
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 0.8924
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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