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| Collections: | |
| - Name: SAR | |
| Metadata: | |
| Training Data: OCRDataset | |
| Training Techniques: | |
| - Adam | |
| Training Resources: 48x GeForce GTX 1080 Ti | |
| 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_r31_parallel_decoder_academic | |
| In Collection: SAR | |
| Config: configs/textrecog/sar/sar_r31_parallel_decoder_academic.py | |
| Metadata: | |
| Training Data: | |
| - ICDAR2011 | |
| - ICDAR2013 | |
| - ICDAR2015 | |
| - COCO text | |
| - IIIT5K | |
| - SynthText | |
| - SynthAdd | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 95.0 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 89.6 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 93.7 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 79.0 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 82.2 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 88.9 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/sar/sar_r31_parallel_decoder_academic-dba3a4a3.pth | |
| - Name: sar_r31_sequential_decoder_academic | |
| In Collection: SAR | |
| Config: configs/textrecog/sar/sar_r31_sequential_decoder_academic.py | |
| Metadata: | |
| Training Data: | |
| - ICDAR2011 | |
| - ICDAR2013 | |
| - ICDAR2015 | |
| - COCO text | |
| - IIIT5K | |
| - SynthText | |
| - SynthAdd | |
| - Syn90k | |
| Results: | |
| - Task: Text Recognition | |
| Dataset: IIIT5K | |
| Metrics: | |
| word_acc: 95.2 | |
| - Task: Text Recognition | |
| Dataset: SVT | |
| Metrics: | |
| word_acc: 88.7 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2013 | |
| Metrics: | |
| word_acc: 92.4 | |
| - Task: Text Recognition | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| word_acc: 78.2 | |
| - Task: Text Recognition | |
| Dataset: SVTP | |
| Metrics: | |
| word_acc: 81.9 | |
| - Task: Text Recognition | |
| Dataset: CT80 | |
| Metrics: | |
| word_acc: 89.6 | |
| Weights: https://download.openmmlab.com/mmocr/textrecog/sar/sar_r31_sequential_decoder_academic-d06c9a8e.pth | |