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- Collections:
- - Name: CenterNet
- Metadata:
- Training Data: COCO
- Training Techniques:
- - SGD with Momentum
- - Weight Decay
- Training Resources: 8x TITANXP GPUs
- Architecture:
- - ResNet
- Paper:
- URL: https://arxiv.org/abs/1904.07850
- Title: 'Objects as Points'
- README: configs/centernet/README.md
- Code:
- URL: https://github.com/open-mmlab/mmdetection/blob/v2.13.0/mmdet/models/detectors/centernet.py#L10
- Version: v2.13.0
- Models:
- - Name: centernet_r18-dcnv2_8xb16-crop512-140e_coco
- In Collection: CenterNet
- Config: configs/centernet/centernet_r18-dcnv2_8xb16-crop512-140e_coco.py
- Metadata:
- Batch Size: 128
- Training Memory (GB): 3.47
- Epochs: 140
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 29.5
- Weights: https://download.openmmlab.com/mmdetection/v2.0/centernet/centernet_resnet18_dcnv2_140e_coco/centernet_resnet18_dcnv2_140e_coco_20210702_155131-c8cd631f.pth
- - Name: centernet_r18_8xb16-crop512-140e_coco
- In Collection: CenterNet
- Config: configs/centernet/centernet_r18_8xb16-crop512-140e_coco.py
- Metadata:
- Batch Size: 128
- Training Memory (GB): 3.45
- Epochs: 140
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 25.9
- Weights: https://download.openmmlab.com/mmdetection/v2.0/centernet/centernet_resnet18_140e_coco/centernet_resnet18_140e_coco_20210705_093630-bb5b3bf7.pth
- - Name: centernet-update_r50-caffe_fpn_ms-1x_coco
- In Collection: CenterNet
- Config: configs/centernet/centernet-update_r50-caffe_fpn_ms-1x_coco.py
- Metadata:
- Batch Size: 16
- Training Memory (GB): 3.3
- Epochs: 12
- Results:
- - Task: Object Detection
- Dataset: COCO
- Metrics:
- box AP: 40.2
- Weights: https://download.openmmlab.com/mmdetection/v3.0/centernet/centernet-update_r50-caffe_fpn_ms-1x_coco/centernet-update_r50-caffe_fpn_ms-1x_coco_20230512_203845-8306baf2.pth
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