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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
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