Collections: - Name: FoveaBox Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 4x NVIDIA V100 GPUs Architecture: - FPN - ResNet Paper: https://arxiv.org/abs/1904.03797 README: configs/foveabox/README.md Models: - Name: fovea_r50_fpn_4x4_1x_coco In Collection: FoveaBox Config: configs/foveabox/fovea_r50_fpn_4x4_1x_coco.py Metadata: Training Memory (GB): 5.6 inference time (s/im): 0.04149 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 36.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/foveabox/fovea_r50_fpn_4x4_1x_coco/fovea_r50_fpn_4x4_1x_coco_20200219-ee4d5303.pth - Name: fovea_r50_fpn_4x4_2x_coco In Collection: FoveaBox Config: configs/foveabox/fovea_r50_fpn_4x4_2x_coco.py Metadata: Training Memory (GB): 5.6 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.2 Weights: https://download.openmmlab.com/mmdetection/v2.0/foveabox/fovea_r50_fpn_4x4_2x_coco/fovea_r50_fpn_4x4_2x_coco_20200203-2df792b1.pth - Name: fovea_align_r50_fpn_gn-head_4x4_2x_coco In Collection: FoveaBox Config: configs/foveabox/fovea_align_r50_fpn_gn-head_4x4_2x_coco.py Metadata: Training Memory (GB): 8.1 inference time (s/im): 0.05155 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/foveabox/fovea_align_r50_fpn_gn-head_4x4_2x_coco/fovea_align_r50_fpn_gn-head_4x4_2x_coco_20200203-8987880d.pth - Name: fovea_align_r50_fpn_gn-head_mstrain_640-800_4x4_2x_coco In Collection: FoveaBox Config: configs/foveabox/fovea_align_r50_fpn_gn-head_mstrain_640-800_4x4_2x_coco.py Metadata: Training Memory (GB): 8.1 inference time (s/im): 0.05464 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/foveabox/fovea_align_r50_fpn_gn-head_mstrain_640-800_4x4_2x_coco/fovea_align_r50_fpn_gn-head_mstrain_640-800_4x4_2x_coco_20200205-85ce26cb.pth - Name: fovea_r101_fpn_4x4_1x_coco In Collection: FoveaBox Config: configs/foveabox/fovea_r101_fpn_4x4_1x_coco.py Metadata: Training Memory (GB): 9.2 inference time (s/im): 0.05747 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/foveabox/fovea_r101_fpn_4x4_1x_coco/fovea_r101_fpn_4x4_1x_coco_20200219-05e38f1c.pth - Name: fovea_r101_fpn_4x4_2x_coco In Collection: FoveaBox Config: configs/foveabox/fovea_r101_fpn_4x4_2x_coco.py Metadata: Training Memory (GB): 11.7 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/foveabox/fovea_r101_fpn_4x4_2x_coco/fovea_r101_fpn_4x4_2x_coco_20200208-02320ea4.pth - Name: fovea_align_r101_fpn_gn-head_4x4_2x_coco In Collection: FoveaBox Config: configs/foveabox/fovea_align_r101_fpn_gn-head_4x4_2x_coco.py Metadata: Training Memory (GB): 11.7 inference time (s/im): 0.06803 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/foveabox/fovea_align_r101_fpn_gn-head_4x4_2x_coco/fovea_align_r101_fpn_gn-head_4x4_2x_coco_20200208-c39a027a.pth - Name: fovea_align_r101_fpn_gn-head_mstrain_640-800_4x4_2x_coco In Collection: FoveaBox Config: configs/foveabox/fovea_align_r101_fpn_gn-head_mstrain_640-800_4x4_2x_coco.py Metadata: Training Memory (GB): 11.7 inference time (s/im): 0.06803 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/foveabox/fovea_align_r101_fpn_gn-head_mstrain_640-800_4x4_2x_coco/fovea_align_r101_fpn_gn-head_mstrain_640-800_4x4_2x_coco_20200208-649c5eb6.pth