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