2021-05-13 10:46:26 +08:00
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Collections:
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- Name: DBNet
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Metadata:
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Training Data: ICDAR2015
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Training Techniques:
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- SGD with Momentum
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2021-05-14 00:17:33 +08:00
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- Weight Decay
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2022-08-31 21:05:29 +08:00
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Training Resources: 1x NVIDIA A100-SXM4-80GB
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2021-05-13 10:46:26 +08:00
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Architecture:
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- ResNet
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- FPNC
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2021-11-03 15:02:31 +08:00
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Paper:
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URL: https://arxiv.org/pdf/1911.08947.pdf
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Title: 'Real-time Scene Text Detection with Differentiable Binarization'
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2021-05-13 10:46:26 +08:00
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README: configs/textdet/dbnet/README.md
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Models:
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2022-08-22 12:49:24 +08:00
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- Name: dbnet_resnet18_fpnc_1200e_icdar2015
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2021-05-13 10:46:26 +08:00
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In Collection: DBNet
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2022-08-22 12:49:24 +08:00
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Config: configs/textdet/dbnet/dbnet_resnet18_fpnc_1200e_icdar2015.py
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2021-05-13 10:46:26 +08:00
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Metadata:
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Training Data: ICDAR2015
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Results:
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2021-05-14 00:17:33 +08:00
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- Task: Text Detection
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2021-05-13 10:46:26 +08:00
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Dataset: ICDAR2015
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Metrics:
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2022-08-31 21:05:29 +08:00
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hmean-iou: 0.8169
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Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet18_fpnc_1200e_icdar2015/dbnet_resnet18_fpnc_1200e_icdar2015_20220825_221614-7c0e94f2.pth
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2021-05-13 10:46:26 +08:00
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2022-08-22 12:49:24 +08:00
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- Name: dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015
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2021-05-13 10:46:26 +08:00
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In Collection: DBNet
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2022-08-22 12:49:24 +08:00
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Config: configs/textdet/dbnet/dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015.py
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2021-05-13 10:46:26 +08:00
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Metadata:
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Training Data: ICDAR2015
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Results:
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2021-05-14 00:17:33 +08:00
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- Task: Text Detection
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2021-05-13 10:46:26 +08:00
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Dataset: ICDAR2015
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Metrics:
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2022-08-31 21:05:29 +08:00
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hmean-iou: 0.8543
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Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015/dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015_20220828_124917-452c443c.pth
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