| Collections: | |
| - Name: Feature Pyramid Grids | |
| Metadata: | |
| Training Data: COCO | |
| Training Techniques: | |
| - SGD with Momentum | |
| - Weight Decay | |
| Training Resources: 8x V100 GPUs | |
| Architecture: | |
| - Feature Pyramid Grids | |
| Paper: | |
| URL: https://arxiv.org/abs/2004.03580 | |
| Title: 'Feature Pyramid Grids' | |
| README: configs/fpg/README.md | |
| Code: | |
| URL: https://github.com/open-mmlab/mmdetection/blob/v2.10.0/mmdet/models/necks/fpg.py#L101 | |
| Version: v2.10.0 | |
| Models: | |
| - Name: faster-rcnn_r50_fpg_crop640-50e_coco | |
| In Collection: Feature Pyramid Grids | |
| Config: configs/fpg/faster-rcnn_r50_fpg_crop640-50e_coco.py | |
| Metadata: | |
| Training Memory (GB): 20.0 | |
| Epochs: 50 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 42.3 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/fpg/faster_rcnn_r50_fpg_crop640_50e_coco/faster_rcnn_r50_fpg_crop640_50e_coco_20220311_011856-74109f42.pth | |
| - Name: faster-rcnn_r50_fpg-chn128_crop640-50e_coco | |
| In Collection: Feature Pyramid Grids | |
| Config: configs/fpg/faster-rcnn_r50_fpg-chn128_crop640-50e_coco.py | |
| Metadata: | |
| Training Memory (GB): 11.9 | |
| Epochs: 50 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 41.2 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/fpg/faster_rcnn_r50_fpg-chn128_crop640_50e_coco/faster_rcnn_r50_fpg-chn128_crop640_50e_coco_20220311_011857-9376aa9d.pth | |
| - Name: mask-rcnn_r50_fpg_crop640-50e_coco | |
| In Collection: Feature Pyramid Grids | |
| Config: configs/fpg/mask-rcnn_r50_fpg_crop640-50e_coco.py | |
| Metadata: | |
| Training Memory (GB): 23.2 | |
| Epochs: 50 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 43.0 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 38.1 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/fpg/mask_rcnn_r50_fpg_crop640_50e_coco/mask_rcnn_r50_fpg_crop640_50e_coco_20220311_011857-233b8334.pth | |
| - Name: mask-rcnn_r50_fpg-chn128_crop640-50e_coco | |
| In Collection: Feature Pyramid Grids | |
| Config: configs/fpg/mask-rcnn_r50_fpg-chn128_crop640-50e_coco.py | |
| Metadata: | |
| Training Memory (GB): 15.3 | |
| Epochs: 50 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 41.7 | |
| - Task: Instance Segmentation | |
| Dataset: COCO | |
| Metrics: | |
| mask AP: 37.1 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/fpg/mask_rcnn_r50_fpg-chn128_crop640_50e_coco/mask_rcnn_r50_fpg-chn128_crop640_50e_coco_20220311_011859-043c9b4e.pth | |
| - Name: retinanet_r50_fpg_crop640_50e_coco | |
| In Collection: Feature Pyramid Grids | |
| Config: configs/fpg/retinanet_r50_fpg_crop640_50e_coco.py | |
| Metadata: | |
| Training Memory (GB): 20.8 | |
| Epochs: 50 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 40.5 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/fpg/retinanet_r50_fpg_crop640_50e_coco/retinanet_r50_fpg_crop640_50e_coco_20220311_110809-b0bcf5f4.pth | |
| - Name: retinanet_r50_fpg-chn128_crop640_50e_coco | |
| In Collection: Feature Pyramid Grids | |
| Config: configs/fpg/retinanet_r50_fpg-chn128_crop640_50e_coco.py | |
| Metadata: | |
| Training Memory (GB): 19.9 | |
| Epochs: 50 | |
| Results: | |
| - Task: Object Detection | |
| Dataset: COCO | |
| Metrics: | |
| box AP: 39.9 | |
| Weights: https://download.openmmlab.com/mmdetection/v2.0/fpg/retinanet_r50_fpg-chn128_crop640_50e_coco/retinanet_r50_fpg-chn128_crop640_50e_coco_20220313_104829-ee99a686.pth | |