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Collections:
- Name: MASTER
Metadata:
Training Data: OCRDataset
Training Techniques:
- Adam
Epochs: 12
Batch Size: 512
Training Resources: 4x Tesla A100
Architecture:
- ResNet31-GCAModule
- MASTERDecoder
Paper:
URL: https://arxiv.org/abs/1910.02562
Title: "MASTER: Multi-Aspect Non-local Network for Scene Text Recognition"
README: configs/textrecog/master/README.md
Models:
- Name: master_academic
In Collection: MASTER
Config: configs/textrecog/master/master_r31_12e_ST_MJ_SA.py
Metadata:
Training Data:
- SynthText
- SynthAdd
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 95.27
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 89.8
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 95.17
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 77.03
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 82.95
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 89.93
Weights: https://download.openmmlab.com/mmocr/textrecog/master/master_r31_12e_ST_MJ_SA-787edd36.pth