47 lines
1.5 KiB
YAML
47 lines
1.5 KiB
YAML
Collections:
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- Name: CenterNet
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Metadata:
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Training Data: COCO
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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 TITANXP GPUs
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Architecture:
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- ResNet
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Paper:
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URL: https://arxiv.org/abs/1904.07850
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Title: 'Objects as Points'
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README: configs/centernet/README.md
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Code:
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URL: https://github.com/open-mmlab/mmdetection/blob/v2.13.0/mmdet/models/detectors/centernet.py#L10
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Version: v2.13.0
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Models:
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- Name: centernet_resnet18_dcnv2_140e_coco
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In Collection: CenterNet
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Config: configs/centernet/centernet_resnet18_dcnv2_140e_coco.py
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Metadata:
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Batch Size: 128
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Training Memory (GB): 3.47
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Epochs: 140
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Results:
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- Task: Object Detection
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Dataset: COCO
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Metrics:
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box AP: 29.5
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Weights: https://download.openmmlab.com/mmdetection/v2.0/centernet/centernet_resnet18_dcnv2_140e_coco/centernet_resnet18_dcnv2_140e_coco_20210702_155131-c8cd631f.pth
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- Name: centernet_resnet18_140e_coco
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In Collection: CenterNet
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Config: configs/centernet/centernet_resnet18_140e_coco.py
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Metadata:
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Batch Size: 128
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Training Memory (GB): 3.45
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Epochs: 140
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Results:
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- Task: Object Detection
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Dataset: COCO
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Metrics:
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box AP: 25.9
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Weights: https://download.openmmlab.com/mmdetection/v2.0/centernet/centernet_resnet18_140e_coco/centernet_resnet18_140e_coco_20210705_093630-bb5b3bf7.pth
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