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Collections: | |
- Name: CRNN | |
Metadata: | |
Training Data: OCRDataset | |
Training Techniques: | |
- Adadelta | |
Epochs: 5 | |
Batch Size: 256 | |
Training Resources: 4x GeForce GTX 1080 Ti | |
Architecture: | |
- VeryDeepVgg | |
- CRNNDecoder | |
Paper: | |
URL: https://arxiv.org/pdf/1507.05717.pdf | |
Title: 'An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition' | |
README: configs/textrecog/crnn/README.md | |
Models: | |
- Name: crnn_academic_dataset | |
In Collection: CRNN | |
Config: configs/textrecog/crnn/crnn_academic_dataset.py | |
Metadata: | |
Training Data: Syn90k | |
Results: | |
- Task: Text Recognition | |
Dataset: IIIT5K | |
Metrics: | |
word_acc: 80.5 | |
- Task: Text Recognition | |
Dataset: SVT | |
Metrics: | |
word_acc: 81.5 | |
- Task: Text Recognition | |
Dataset: ICDAR2013 | |
Metrics: | |
word_acc: 86.5 | |
Weights: https://download.openmmlab.com/mmocr/textrecog/crnn/crnn_academic-a723a1c5.pth | |