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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 | |