Collections: - Name: GHM Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x NVIDIA V100 GPUs Architecture: - GHM-C - GHM-R - FPN - ResNet Paper: https://arxiv.org/abs/1811.05181 README: configs/ghm/README.md Models: - Name: retinanet_ghm_r50_fpn_1x_coco In Collection: GHM Config: configs/ghm/retinanet_ghm_r50_fpn_1x_coco.py Metadata: Training Memory (GB): 4.0 inference time (s/im): 0.30303 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/ghm/retinanet_ghm_r50_fpn_1x_coco/retinanet_ghm_r50_fpn_1x_coco_20200130-a437fda3.pth - Name: retinanet_ghm_r101_fpn_1x_coco In Collection: GHM Config: configs/ghm/retinanet_ghm_r101_fpn_1x_coco.py Metadata: Training Memory (GB): 6.0 inference time (s/im): 0.22727 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/ghm/retinanet_ghm_r101_fpn_1x_coco/retinanet_ghm_r101_fpn_1x_coco_20200130-c148ee8f.pth - Name: retinanet_ghm_x101_32x4d_fpn_1x_coco In Collection: GHM Config: configs/ghm/retinanet_ghm_x101_32x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 7.2 inference time (s/im): 0.19608 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/ghm/retinanet_ghm_x101_32x4d_fpn_1x_coco/retinanet_ghm_x101_32x4d_fpn_1x_coco_20200131-e4333bd0.pth - Name: retinanet_ghm_x101_64x4d_fpn_1x_coco In Collection: GHM Config: configs/ghm/retinanet_ghm_x101_64x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 10.3 inference time (s/im): 0.19231 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/ghm/retinanet_ghm_x101_64x4d_fpn_1x_coco/retinanet_ghm_x101_64x4d_fpn_1x_coco_20200131-dd381cef.pth