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Collections:
- Name: DBNet
Metadata:
Training Data: ICDAR2015
Training Techniques:
- SGD with Momentum
- Weight Decay
Training Resources: 1x GeForce GTX 1080 Ti
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_r18_fpnc_1200e_icdar2015
In Collection: DBNet
Config: configs/textdet/dbnet/dbnet_r18_fpnc_1200e_icdar2015.py
Metadata:
Training Data: ICDAR2015
Results:
- Task: Text Detection
Dataset: ICDAR2015
Metrics:
hmean-iou: 0.795
Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_r18_fpnc_sbn_1200e_icdar2015_20210329-ba3ab597.pth
- Name: dbnet_r50dcnv2_fpnc_1200e_icdar2015
In Collection: DBNet
Config: configs/textdet/dbnet/dbnet_r50dcnv2_fpnc_1200e_icdar2015.py
Metadata:
Training Data: ICDAR2015
Results:
- Task: Text Detection
Dataset: ICDAR2015
Metrics:
hmean-iou: 0.840
Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_r50dcnv2_fpnc_sbn_1200e_icdar2015_20211025-9fe3b590.pth
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