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Collections:
- Name: DBNetpp
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/abs/2202.10304
Title: 'Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion'
README: configs/textdet/dbnetpp/README.md
Models:
- Name: dbnetpp_resnet50_fpnc_1200e_icdar2015
In Collection: DBNetpp
Alias:
- DBPP_r50
Config: configs/textdet/dbnetpp/dbnetpp_resnet50_fpnc_1200e_icdar2015.py
Metadata:
Training Data: ICDAR2015
Results:
- Task: Text Detection
Dataset: ICDAR2015
Metrics:
hmean-iou: 0.8622
Weights: https://download.openmmlab.com/mmocr/textdet/dbnetpp/dbnetpp_resnet50_fpnc_1200e_icdar2015/dbnetpp_resnet50_fpnc_1200e_icdar2015_20221025_185550-013730aa.pth
- Name: dbnetpp_resnet50-dcnv2_fpnc_1200e_icdar2015
In Collection: DBNetpp
Config: configs/textdet/dbnetpp/dbnetpp_resnet50-dcnv2_fpnc_1200e_icdar2015.py
Metadata:
Training Data: ICDAR2015
Results:
- Task: Text Detection
Dataset: ICDAR2015
Metrics:
hmean-iou: 0.8684
Weights: https://download.openmmlab.com/mmocr/textdet/dbnetpp/dbnetpp_resnet50-dcnv2_fpnc_1200e_icdar2015/dbnetpp_resnet50-dcnv2_fpnc_1200e_icdar2015_20220829_230108-f289bd20.pth
- Name: dbnetpp_resnet50-oclip_fpnc_1200e_icdar2015
Alias:
- DBNetpp
In Collection: DBNetpp
Config: configs/textdet/dbnetpp/dbnetpp_resnet50-oclip_fpnc_1200e_icdar2015.py
Metadata:
Training Data: ICDAR2015
Results:
- Task: Text Detection
Dataset: ICDAR2015
Metrics:
hmean-iou: 0.8882
Weights: https://download.openmmlab.com/mmocr/textdet/dbnetpp/dbnetpp_resnet50-oclip_fpnc_1200e_icdar2015/dbnetpp_resnet50-oclip_fpnc_1200e_icdar2015_20221101_124139-4ecb39ac.pth
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