mirror of
https://github.com/open-mmlab/mmocr.git
synced 2025-06-03 21:54:47 +08:00
53 lines
1.4 KiB
YAML
53 lines
1.4 KiB
YAML
|
Collections:
|
||
|
|
- Name: ASTER
|
||
|
|
Metadata:
|
||
|
|
Training Data: OCRDataset
|
||
|
|
Training Techniques:
|
||
|
|
- AdamW
|
||
|
|
Epochs: 6
|
||
|
|
Batch Size: 4096
|
||
|
|
Training Resources: 4 x NVIDIA A100-SXM4-80GB
|
||
|
|
Architecture:
|
||
|
|
- ResNet45
|
||
|
|
- ASTERDecoder
|
||
|
|
Paper:
|
||
|
|
URL: https://ieeexplore.ieee.org/abstract/document/8395027/
|
||
|
|
Title: 'ASTER: An Attentional Scene Text Recognizer with Flexible Rectification'
|
||
|
|
README: configs/textrecog/aster/README.md
|
||
|
|
|
||
|
|
Models:
|
||
|
|
- Name: aster_resnet45_6e_st_mj
|
||
|
|
Alias: ASTER
|
||
|
|
In Collection: ASTER
|
||
|
|
Config: configs/textrecog/aster/aster_resnet45_6e_st_mj.py
|
||
|
|
Metadata:
|
||
|
|
Training Data:
|
||
|
|
- SynthText
|
||
|
|
- Syn90k
|
||
|
|
Results:
|
||
|
|
- Task: Text Recognition
|
||
|
|
Dataset: IIIT5K
|
||
|
|
Metrics:
|
||
|
|
word_acc: 0.9357
|
||
|
|
- Task: Text Recognition
|
||
|
|
Dataset: SVT
|
||
|
|
Metrics:
|
||
|
|
word_acc: 0.8949
|
||
|
|
- Task: Text Recognition
|
||
|
|
Dataset: ICDAR2013
|
||
|
|
Metrics:
|
||
|
|
word_acc: 0.9281
|
||
|
|
- Task: Text Recognition
|
||
|
|
Dataset: ICDAR2015
|
||
|
|
Metrics:
|
||
|
|
word_acc: 0.7665
|
||
|
|
- Task: Text Recognition
|
||
|
|
Dataset: SVTP
|
||
|
|
Metrics:
|
||
|
|
word_acc: 0.8062
|
||
|
|
- Task: Text Recognition
|
||
|
|
Dataset: CT80
|
||
|
|
Metrics:
|
||
|
|
word_acc: 0.8507
|
||
|
|
Weights: https://download.openmmlab.com/mmocr/textrecog/aster/aster_resnet45_6e_st_mj/aster_resnet45_6e_st_mj-cc56eca4.pth
|