Collections: - Name: FCOS Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x NVIDIA V100 GPUs Architecture: - FPN - Group Normalization - ResNet Paper: https://arxiv.org/abs/1904.01355 README: configs/fcos/README.md Models: - Name: fcos_r50_caffe_fpn_gn-head_1x_coco In Collection: FCOS Config: configs/fcos/fcos_r50_caffe_fpn_gn-head_1x_coco.py Metadata: Training Memory (GB): 3.6 inference time (s/im): 0.04405 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 36.6 Weights: https://openmmlab.oss-cn-hangzhou.aliyuncs.com/mmdetection/v2.0/fcos/fcos_r50_caffe_fpn_gn-head_1x_coco/fcos_r50_caffe_fpn_gn-head_1x_coco-821213aa.pth - Name: fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_1x_coco In Collection: FCOS Config: configs/fcos/fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_1x_coco.py Metadata: Training Memory (GB): 3.7 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.7 Weights: https://openmmlab.oss-cn-hangzhou.aliyuncs.com/mmdetection/v2.0/fcos/fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_1x_coco/fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_1x_coco-0a0d75a8.pth - Name: fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_dcn_1x_coco In Collection: FCOS Config: configs/fcos/fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_dcn_1x_coco.py Metadata: Training Memory (GB): 3.8 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.3 Weights: https://openmmlab.oss-cn-hangzhou.aliyuncs.com/mmdetection/v2.0/fcos/fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_dcn_1x_coco/fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_dcn_1x_coco-ae4d8b3d.pth - Name: fcos_r101_caffe_fpn_gn-head_1x_coco In Collection: FCOS Config: configs/fcos/fcos_r101_caffe_fpn_gn-head_1x_coco.py Metadata: Training Memory (GB): 5.5 inference time (s/im): 0.0578 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.1 Weights: https://openmmlab.oss-cn-hangzhou.aliyuncs.com/mmdetection/v2.0/fcos/fcos_r101_caffe_fpn_gn-head_1x_coco/fcos_r101_caffe_fpn_gn-head_1x_coco-0e37b982.pth - Name: fcos_r50_caffe_fpn_gn-head_mstrain_640-800_2x_coco In Collection: FCOS Config: configs/fcos/fcos_r50_caffe_fpn_gn-head_mstrain_640-800_2x_coco.py Metadata: Training Memory (GB): 2.6 inference time (s/im): 0.04367 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.5 Weights: https://openmmlab.oss-cn-hangzhou.aliyuncs.com/mmdetection/v2.0/fcos/fcos_r50_caffe_fpn_gn-head_mstrain_640-800_2x_coco/fcos_r50_caffe_fpn_gn-head_mstrain_640-800_2x_coco-d92ceeea.pth - Name: fcos_r101_caffe_fpn_gn-head_mstrain_640-800_2x_coco In Collection: FCOS Config: configs/fcos/fcos_r101_caffe_fpn_gn-head_mstrain_640-800_2x_coco.py Metadata: Training Memory (GB): 5.5 inference time (s/im): 0.0578 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.8 Weights: https://openmmlab.oss-cn-hangzhou.aliyuncs.com/mmdetection/v2.0/fcos/fcos_r101_caffe_fpn_gn-head_mstrain_640-800_2x_coco/fcos_r101_caffe_fpn_gn-head_mstrain_640-800_2x_coco-511424d6.pth - Name: fcos_x101_64x4d_fpn_gn-head_mstrain_640-800_2x_coco In Collection: FCOS Config: configs/fcos/fcos_x101_64x4d_fpn_gn-head_mstrain_640-800_2x_coco.py Metadata: Training Memory (GB): 10.0 inference time (s/im): 0.10309 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.6 Weights: https://openmmlab.oss-cn-hangzhou.aliyuncs.com/mmdetection/v2.0/fcos/fcos_x101_64x4d_fpn_gn-head_mstrain_640-800_2x_coco/fcos_x101_64x4d_fpn_gn-head_mstrain_640-800_2x_coco-ede514a8.pth