| Collections: | |
| - Name: Label Assignment Distillation | |
| Metadata: | |
| Training Data: COCO | |
| Training Techniques: | |
| - Label Assignment Distillation | |
| - SGD with Momentum | |
| - Weight Decay | |
| Training Resources: 2x V100 GPUs | |
| Architecture: | |
| - FPN | |
| - ResNet | |
| Paper: | |
| URL: https://arxiv.org/abs/2108.10520 | |
| Title: 'Improving Object Detection by Label Assignment Distillation' | |
| README: configs/lad/README.md | |
| Code: | |
| URL: https://github.com/open-mmlab/mmdetection/blob/v2.19.0/mmdet/models/detectors/lad.py#L10 | |
| Version: v2.19.0 | |
| Models: | |
| - Name: lad_r101_paa_r50_fpn_coco_1x | |
| In Collection: Label Assignment Distillation | |
| Config: configs/lad/lad_r101_paa_r50_fpn_coco_1x.py | |
| Metadata: | |
| Training Memory (GB): 12.4 | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 43.2 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/lad/lad_r101_paa_r50_fpn_coco_1x/lad_r101_paa_r50_fpn_coco_1x_20220708_124357-9407ac54.pth | |
| - Name: lad_r50_paa_r101_fpn_coco_1x | |
| In Collection: Label Assignment Distillation | |
| Config: configs/lad/lad_r50_paa_r101_fpn_coco_1x.py | |
| Metadata: | |
| Training Memory (GB): 8.9 | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 41.4 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/lad/lad_r50_paa_r101_fpn_coco_1x/lad_r50_paa_r101_fpn_coco_1x_20220708_124246-74c76ff0.pth | |