| 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_resnet18_dcnv2_140e_coco | |
| In Collection: CenterNet | |
| Config: configs/centernet/centernet_resnet18_dcnv2_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_resnet18_140e_coco | |
| In Collection: CenterNet | |
| Config: configs/centernet/centernet_resnet18_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 | |