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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 | |