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Collections:
- Name: NRTR
Metadata:
Training Data: OCRDataset
Training Techniques:
- Adam
Epochs: 6
Batch Size: 384
Training Resources: 1x NVIDIA A100-SXM4-80GB
Architecture:
- CNN
- NRTREncoder
- NRTRDecoder
Paper:
URL: https://arxiv.org/pdf/1806.00926.pdf
Title: 'NRTR: A No-Recurrence Sequence-to-Sequence Model For Scene Text Recognition'
README: configs/textrecog/nrtr/README.md
Models:
- Name: nrtr_modality-transform_6e_st_mj
In Collection: NRTR
Config: configs/textrecog/nrtr/nrtr_modality-transform_6e_st_mj.py
Metadata:
Training Data:
- SynthText
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 0.9150
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 0.8825
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 0.9369
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 0.7232
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 0.7783
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 0.7500
Weights: https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_modality-transform_6e_st_mj/nrtr_modality-transform_6e_st_mj_20220916_103322-bd9425be.pth
- Name: nrtr_resnet31-1by8-1by4_6e_st_mj
Alias:
- NRTR
- NRTR_1/8-1/4
In Collection: NRTR
Config: configs/textrecog/nrtr/nrtr_resnet31-1by8-1by4_6e_st_mj.py
Metadata:
Training Data:
- SynthText
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 0.9483
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 0.8825
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 0.9507
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 0.7559
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 0.8016
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 0.8889
Weights: https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_resnet31-1by8-1by4_6e_st_mj/nrtr_resnet31-1by8-1by4_6e_st_mj_20220916_103322-a6a2a123.pth
- Name: nrtr_resnet31-1by16-1by8_6e_st_mj
Alias: NRTR_1/16-1/8
In Collection: NRTR
Config: configs/textrecog/nrtr/nrtr_resnet31-1by16-1by8_6e_st_mj.py
Metadata:
Training Data:
- SynthText
- Syn90k
Results:
- Task: Text Recognition
Dataset: IIIT5K
Metrics:
word_acc: 0.9470
- Task: Text Recognition
Dataset: SVT
Metrics:
word_acc: 0.8964
- Task: Text Recognition
Dataset: ICDAR2013
Metrics:
word_acc: 0.9399
- Task: Text Recognition
Dataset: ICDAR2015
Metrics:
word_acc: 0.7357
- Task: Text Recognition
Dataset: SVTP
Metrics:
word_acc: 0.7969
- Task: Text Recognition
Dataset: CT80
Metrics:
word_acc: 0.8854
Weights: https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_resnet31-1by16-1by8_6e_st_mj/nrtr_resnet31-1by16-1by8_6e_st_mj_20220920_143358-43767036.pth