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Collections:
- Name: SVTR
Metadata:
Training Data: OCRDataset
Training Techniques:
- AdamW
Training Resources: 4x Tesla A100
Epochs: 20
Batch Size: 2048
Architecture:
- STN
- SVTREncoder
- SVTRDecoder
Paper:
URL: https://arxiv.org/pdf/2205.00159.pdf
Title: 'SVTR: Scene Text Recognition with a Single Visual Model'
README: configs/textrecog/svtr/README.md
Models:
- Name: svtr-small_20e_st_mj
Alias: svtr-small
In Collection: SVTR
Config: configs/textrecog/svtr/svtr-small_20e_st_mj.py
Metadata:
Training Data:
- SynthText
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 0.8553
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 0.9026
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 0.9448
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 0.7496
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 0.8496
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 0.8854
Weights: https://download.openmmlab.com/mmocr/textrecog/svtr/svtr-small_20e_st_mj/svtr-small_20e_st_mj-35d800d6.pth
- Name: svtr-base_20e_st_mj
Alias: svtr-base
Batch Size: 1024
In Collection: SVTR
Config: configs/textrecog/svtr/svtr-base_20e_st_mj.py
Metadata:
Training Data:
- SynthText
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 0.8570
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 0.9181
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 0.9438
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 0.7448
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 0.8388
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 0.9028
Weights: https://download.openmmlab.com/mmocr/textrecog/svtr/svtr-base_20e_st_mj/svtr-base_20e_st_mj-ea500101.pth