| # Localization Distillation for Object Detection | |
| ## Introduction | |
| [ALGORITHM] | |
| ```latex | |
| @Article{zheng2021LD, | |
| title={Localization Distillation for Object Detection}, | |
| author= {Zhaohui Zheng, Rongguang Ye, Ping Wang, Jun Wang, Dongwei Ren, Wangmeng Zuo}, | |
| journal={arXiv:2102.12252}, | |
| year={2021} | |
| } | |
| ``` | |
| ### GFocalV1 with LD | |
| | Teacher | Student | Training schedule | Mini-batch size | AP (val) | AP50 (val) | AP75 (val) | Config | | |
| | :-------: | :-----: | :---------------: | :-------------: | :------: | :--------: | :--------: | :--------------: | | |
| | -- | R-18 | 1x | 6 | 35.8 | 53.1 | 38.2 | | | |
| | R-101 | R-18 | 1x | 6 | 36.5 | 52.9 | 39.3 | [config](https://github.com/open-mmlab/mmdetection/blob/master/configs/ld/ld_r18_gflv1_r101_fpn_coco_1x.py) | | |
| | -- | R-34 | 1x | 6 | 38.9 | 56.6 | 42.2 | | | |
| | R-101 | R-34 | 1x | 6 | 39.8 | 56.6 | 43.1 | [config](https://github.com/open-mmlab/mmdetection/blob/master/configs/ld/ld_r34_gflv1_r101_fpn_coco_1x.py) | | |
| | -- | R-50 | 1x | 6 | 40.1 | 58.2 | 43.1 | | | |
| | R-101 | R-50 | 1x | 6 | 41.1 | 58.7 | 44.9 | [config](https://github.com/open-mmlab/mmdetection/blob/master/configs/ld/ld_r50_gflv1_r101_fpn_coco_1x.py) | | |
| | -- | R-101 | 2x | 6 | 44.6 | 62.9 | 48.4 | | | |
| | R-101-DCN | R-101 | 2x | 6 | 45.4 | 63.1 | 49.5 | [config](https://github.com/open-mmlab/mmdetection/blob/master/configs/ld/ld_r101_gflv1_r101dcn_fpn_coco_1x.py) | | |
| ## Note | |
| - Meaning of Config name: ld_r18(student model)_gflv1(based on gflv1)_r101(teacher model)_fpn(neck)_coco(dataset)_1x(12 epoch).py | |