| Collections: | |
| - Name: Localization Distillation | |
| Metadata: | |
| Training Data: COCO | |
| Training Techniques: | |
| - Localization Distillation | |
| - SGD with Momentum | |
| - Weight Decay | |
| Training Resources: 8x V100 GPUs | |
| Architecture: | |
| - FPN | |
| - ResNet | |
| Paper: | |
| URL: https://arxiv.org/abs/2102.12252 | |
| Title: 'Localization Distillation for Dense Object Detection' | |
| README: configs/ld/README.md | |
| Code: | |
| URL: https://github.com/open-mmlab/mmdetection/blob/v2.11.0/mmdet/models/dense_heads/ld_head.py#L11 | |
| Version: v2.11.0 | |
| Models: | |
| - Name: ld_r18_gflv1_r101_fpn_coco_1x | |
| In Collection: Localization Distillation | |
| Config: configs/ld/ld_r18_gflv1_r101_fpn_coco_1x.py | |
| Metadata: | |
| Training Memory (GB): 1.8 | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 36.5 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/ld/ld_r18_gflv1_r101_fpn_coco_1x/ld_r18_gflv1_r101_fpn_coco_1x_20220702_062206-330e6332.pth | |
| - Name: ld_r34_gflv1_r101_fpn_coco_1x | |
| In Collection: Localization Distillation | |
| Config: configs/ld/ld_r34_gflv1_r101_fpn_coco_1x.py | |
| Metadata: | |
| Training Memory (GB): 2.2 | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 39.9 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/ld/ld_r34_gflv1_r101_fpn_coco_1x/ld_r34_gflv1_r101_fpn_coco_1x_20220630_134007-9bc69413.pth | |
| - Name: ld_r50_gflv1_r101_fpn_coco_1x | |
| In Collection: Localization Distillation | |
| Config: configs/ld/ld_r50_gflv1_r101_fpn_coco_1x.py | |
| Metadata: | |
| Training Memory (GB): 3.6 | |
| Epochs: 12 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 41.0 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/ld/ld_r50_gflv1_r101_fpn_coco_1x/ld_r50_gflv1_r101_fpn_coco_1x_20220629_145355-8dc5bad8.pth | |
| - Name: ld_r101_gflv1_r101dcn_fpn_coco_2x | |
| In Collection: Localization Distillation | |
| Config: configs/ld/ld_r101_gflv1_r101dcn_fpn_coco_2x.py | |
| Metadata: | |
| Training Memory (GB): 5.5 | |
| Epochs: 24 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 45.5 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/ld/ld_r101_gflv1_r101dcn_fpn_coco_2x/ld_r101_gflv1_r101dcn_fpn_coco_2x_20220629_185920-9e658426.pth | |