mirror of https://github.com/open-mmlab/mmocr.git
123 lines
3.4 KiB
YAML
123 lines
3.4 KiB
YAML
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
|