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Collections:
- Name: SATRN
Metadata:
Training Data: OCRDataset
Training Techniques:
- Adam
Training Resources: 8x Tesla V100
Epochs: 6
Batch Size: 512
Architecture:
- ShallowCNN
- SatrnEncoder
- TFDecoder
Paper:
URL: https://arxiv.org/pdf/1910.04396.pdf
Title: 'On Recognizing Texts of Arbitrary Shapes with 2D Self-Attention'
README: configs/textrecog/satrn/README.md
Models:
- Name: satrn_academic
In Collection: SATRN
Config: configs/textrecog/satrn/satrn_academic.py
Metadata:
Training Data:
- SynthText
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 96.1
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 93.5
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 95.7
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 84.1
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 88.5
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 90.3
Weights: https://download.openmmlab.com/mmocr/textrecog/satrn/satrn_academic_20211009-cb8b1580.pth
- Name: satrn_small
In Collection: SATRN
Config: configs/textrecog/satrn/satrn_small.py
Metadata:
Training Data:
- SynthText
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 94.7
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 91.3
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 95.4
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 81.9
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 85.9
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 86.5
Weights: https://download.openmmlab.com/mmocr/textrecog/satrn/satrn_small_20211009-2cf13355.pth
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