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Collections: | |
- Name: Mask R-CNN | |
Metadata: | |
Training Data: ICDAR2015 SCUT-CTW1500 | |
Training Techniques: | |
- SGD with Momentum | |
- Weight Decay | |
Training Resources: 1x NVIDIA A100-SXM4-80GB | |
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_resnet50_fpn_160e_ctw1500 | |
In Collection: Mask R-CNN | |
Alias: MaskRCNN_CTW | |
Config: configs/textdet/maskrcnn/mask-rcnn_resnet50_fpn_160e_ctw1500.py | |
Metadata: | |
Training Data: CTW1500 | |
Results: | |
- Task: Text Detection | |
Dataset: CTW1500 | |
Metrics: | |
hmean-iou: 0.7458 | |
Weights: https://download.openmmlab.com/mmocr/textdet/maskrcnn/mask-rcnn_resnet50_fpn_160e_ctw1500/mask-rcnn_resnet50_fpn_160e_ctw1500_20220826_154755-ce68ee8e.pth | |
- Name: mask-rcnn_resnet50-oclip_fpn_160e_ctw1500 | |
In Collection: Mask R-CNN | |
Config: configs/textdet/maskrcnn/mask-rcnn_resnet50-oclip_fpn_160e_ctw1500.py | |
Metadata: | |
Training Data: CTW1500 | |
Results: | |
- Task: Text Detection | |
Dataset: CTW1500 | |
Metrics: | |
hmean-iou: 0.7562 | |
Weights: https://download.openmmlab.com/mmocr/textdet/maskrcnn/mask-rcnn_resnet50-oclip_fpn_160e_ctw1500/mask-rcnn_resnet50-oclip_fpn_160e_ctw1500_20221101_154448-6e9e991c.pth | |
- Name: mask-rcnn_resnet50_fpn_160e_icdar2015 | |
In Collection: Mask R-CNN | |
Alias: MaskRCNN_IC15 | |
Config: configs/textdet/maskrcnn/mask-rcnn_resnet50_fpn_160e_icdar2015.py | |
Metadata: | |
Training Data: ICDAR2015 | |
Results: | |
- Task: Text Detection | |
Dataset: ICDAR2015 | |
Metrics: | |
hmean-iou: 0.8182 | |
Weights: https://download.openmmlab.com/mmocr/textdet/maskrcnn/mask-rcnn_resnet50_fpn_160e_icdar2015/mask-rcnn_resnet50_fpn_160e_icdar2015_20220826_154808-ff5c30bf.pth | |
- Name: mask-rcnn_resnet50-oclip_fpn_160e_icdar2015 | |
In Collection: Mask R-CNN | |
Alias: MaskRCNN | |
Config: configs/textdet/maskrcnn/mask-rcnn_resnet50-oclip_fpn_160e_icdar2015.py | |
Metadata: | |
Training Data: ICDAR2015 | |
Results: | |
- Task: Text Detection | |
Dataset: ICDAR2015 | |
Metrics: | |
hmean-iou: 0.8513 | |
Weights: https://download.openmmlab.com/mmocr/textdet/maskrcnn/mask-rcnn_resnet50-oclip_fpn_160e_icdar2015/mask-rcnn_resnet50-oclip_fpn_160e_icdar2015_20221101_131357-a19f7802.pth | |