mirror of https://github.com/open-mmlab/mmocr.git
81 lines
2.8 KiB
YAML
81 lines
2.8 KiB
YAML
Collections:
|
|
- Name: DBNet
|
|
Metadata:
|
|
Training Data: ICDAR2015
|
|
Training Techniques:
|
|
- SGD with Momentum
|
|
- Weight Decay
|
|
Training Resources: 1x NVIDIA A100-SXM4-80GB
|
|
Architecture:
|
|
- ResNet
|
|
- FPNC
|
|
Paper:
|
|
URL: https://arxiv.org/pdf/1911.08947.pdf
|
|
Title: 'Real-time Scene Text Detection with Differentiable Binarization'
|
|
README: configs/textdet/dbnet/README.md
|
|
|
|
Models:
|
|
- Name: dbnet_resnet18_fpnc_1200e_icdar2015
|
|
Alias: DB_r18
|
|
In Collection: DBNet
|
|
Config: configs/textdet/dbnet/dbnet_resnet18_fpnc_1200e_icdar2015.py
|
|
Metadata:
|
|
Training Data: ICDAR2015
|
|
Results:
|
|
- Task: Text Detection
|
|
Dataset: ICDAR2015
|
|
Metrics:
|
|
hmean-iou: 0.8169
|
|
Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet18_fpnc_1200e_icdar2015/dbnet_resnet18_fpnc_1200e_icdar2015_20220825_221614-7c0e94f2.pth
|
|
|
|
- Name: dbnet_resnet50_fpnc_1200e_icdar2015
|
|
In Collection: DBNet
|
|
Config: configs/textdet/dbnet/dbnet_resnet50_fpnc_1200e_icdar2015.py
|
|
Metadata:
|
|
Training Data: ICDAR2015
|
|
Results:
|
|
- Task: Text Detection
|
|
Dataset: ICDAR2015
|
|
Metrics:
|
|
hmean-iou: 0.8504
|
|
Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet50_1200e_icdar2015/dbnet_resnet50_1200e_icdar2015_20221102_115917-54f50589.pth
|
|
|
|
- Name: dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015
|
|
In Collection: DBNet
|
|
Config: configs/textdet/dbnet/dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015.py
|
|
Metadata:
|
|
Training Data: ICDAR2015
|
|
Results:
|
|
- Task: Text Detection
|
|
Dataset: ICDAR2015
|
|
Metrics:
|
|
hmean-iou: 0.8543
|
|
Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015/dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015_20220828_124917-452c443c.pth
|
|
|
|
- Name: dbnet_resnet50-oclip_fpnc_1200e_icdar2015
|
|
In Collection: DBNet
|
|
Alias:
|
|
- DB_r50
|
|
- DBNet
|
|
Config: configs/textdet/dbnet/dbnet_resnet50-oclip_1200e_icdar2015.py
|
|
Metadata:
|
|
Training Data: ICDAR2015
|
|
Results:
|
|
- Task: Text Detection
|
|
Dataset: ICDAR2015
|
|
Metrics:
|
|
hmean-iou: 0.8644
|
|
Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet50-oclip_1200e_icdar2015/dbnet_resnet50-oclip_1200e_icdar2015_20221102_115917-bde8c87a.pth
|
|
|
|
- Name: dbnet_resnet18_fpnc_1200e_totaltext
|
|
In Collection: DBNet
|
|
Config: configs/textdet/dbnet/dbnet_resnet18_fpnc_1200e_totaltext.py
|
|
Metadata:
|
|
Training Data: Totaltext
|
|
Results:
|
|
- Task: Text Detection
|
|
Dataset: Totaltext
|
|
Metrics:
|
|
hmean-iou: 0.8182
|
|
Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet18_fpnc_1200e_totaltext/dbnet_resnet18_fpnc_1200e_totaltext-3ed3233c.pth
|