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| Collections: | |
| - Name: DBNet | |
| Metadata: | |
| Training Data: ICDAR2015 | |
| Training Techniques: | |
| - SGD with Momentum | |
| - Weight Decay | |
| Training Resources: 1x NVIDIA A100-SXM4-80GB | |
| Architecture: | |
| - ResNet | |
| - FPNC | |
| Paper: | |
| URL: https://arxiv.org/pdf/1911.08947.pdf | |
| Title: 'Real-time Scene Text Detection with Differentiable Binarization' | |
| README: configs/textdet/dbnet/README.md | |
| Models: | |
| - Name: dbnet_resnet18_fpnc_1200e_icdar2015 | |
| Alias: DB_r18 | |
| In Collection: DBNet | |
| Config: configs/textdet/dbnet/dbnet_resnet18_fpnc_1200e_icdar2015.py | |
| Metadata: | |
| Training Data: ICDAR2015 | |
| Results: | |
| - Task: Text Detection | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| hmean-iou: 0.8169 | |
| Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet18_fpnc_1200e_icdar2015/dbnet_resnet18_fpnc_1200e_icdar2015_20220825_221614-7c0e94f2.pth | |
| - Name: dbnet_resnet50_fpnc_1200e_icdar2015 | |
| In Collection: DBNet | |
| Config: configs/textdet/dbnet/dbnet_resnet50_fpnc_1200e_icdar2015.py | |
| Metadata: | |
| Training Data: ICDAR2015 | |
| Results: | |
| - Task: Text Detection | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| hmean-iou: 0.8504 | |
| Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet50_1200e_icdar2015/dbnet_resnet50_1200e_icdar2015_20221102_115917-54f50589.pth | |
| - Name: dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015 | |
| In Collection: DBNet | |
| Config: configs/textdet/dbnet/dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015.py | |
| Metadata: | |
| Training Data: ICDAR2015 | |
| Results: | |
| - Task: Text Detection | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| hmean-iou: 0.8543 | |
| Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015/dbnet_resnet50-dcnv2_fpnc_1200e_icdar2015_20220828_124917-452c443c.pth | |
| - Name: dbnet_resnet50-oclip_fpnc_1200e_icdar2015 | |
| In Collection: DBNet | |
| Alias: | |
| - DB_r50 | |
| - DBNet | |
| Config: configs/textdet/dbnet/dbnet_resnet50-oclip_1200e_icdar2015.py | |
| Metadata: | |
| Training Data: ICDAR2015 | |
| Results: | |
| - Task: Text Detection | |
| Dataset: ICDAR2015 | |
| Metrics: | |
| hmean-iou: 0.8644 | |
| Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet50-oclip_1200e_icdar2015/dbnet_resnet50-oclip_1200e_icdar2015_20221102_115917-bde8c87a.pth | |
| - Name: dbnet_resnet18_fpnc_1200e_totaltext | |
| In Collection: DBNet | |
| Config: configs/textdet/dbnet/dbnet_resnet18_fpnc_1200e_totaltext.py | |
| Metadata: | |
| Training Data: Totaltext | |
| Results: | |
| - Task: Text Detection | |
| Dataset: Totaltext | |
| Metrics: | |
| hmean-iou: 0.8182 | |
| Weights: https://download.openmmlab.com/mmocr/textdet/dbnet/dbnet_resnet18_fpnc_1200e_totaltext/dbnet_resnet18_fpnc_1200e_totaltext-3ed3233c.pth | |