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Collections:
- Name: Mask R-CNN
Metadata:
Training Data: ICDAR SCUT-CTW1500
Training Techniques:
- SGD with Momentum
- Weight Decay
Training Resources: 8x GeForce GTX 1080 Ti
Architecture:
- ResNet
- FPN
- RPN
Paper:
URL: https://arxiv.org/pdf/1703.06870.pdf
Title: 'Mask R-CNN'
README: configs/textdet/maskrcnn/README.md
Models:
- Name: mask_rcnn_r50_fpn_160e_ctw1500
In Collection: Mask R-CNN
Config: configs/textdet/maskrcnn/mask_rcnn_r50_fpn_160e_ctw1500.py
Metadata:
Training Data: CTW1500
Results:
- Task: Text Detection
Dataset: CTW1500
Metrics:
hmean: 0.732
Weights: https://download.openmmlab.com/mmocr/textdet/maskrcnn/mask_rcnn_r50_fpn_160e_ctw1500_20210219-96497a76.pth
- Name: mask_rcnn_r50_fpn_160e_icdar2015
In Collection: Mask R-CNN
Config: configs/textdet/maskrcnn/mask_rcnn_r50_fpn_160e_icdar2015.py
Metadata:
Training Data: ICDAR2015
Results:
- Task: Text Detection
Dataset: ICDAR2015
Metrics:
hmean: 0.825
Weights: https://download.openmmlab.com/mmocr/textdet/maskrcnn/mask_rcnn_r50_fpn_160e_icdar2015_20210219-8eb340a3.pth
- Name: mask_rcnn_r50_fpn_160e_icdar2017
In Collection: Mask R-CNN
Config: configs/textdet/maskrcnn/mask_rcnn_r50_fpn_160e_icdar2017.py
Metadata:
Training Data: ICDAR2017
Results:
- Task: Text Detection
Dataset: ICDAR2017
Metrics:
hmean: 0.789
Weights: https://download.openmmlab.com/mmocr/textdet/maskrcnn/mask_rcnn_r50_fpn_160e_icdar2017_20210218-c6ec3ebb.pth
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