Collections: - Name: RetinaNet Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x NVIDIA V100 GPUs Architecture: - Focal Loss - FPN - ResNet Paper: https://arxiv.org/abs/1708.02002 README: configs/retinanet/README.md Models: - Name: retinanet_r50_caffe_fpn_1x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_r50_caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 3.5 inference time (s/im): 0.05376 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 36.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_r50_caffe_fpn_1x_coco/retinanet_r50_caffe_fpn_1x_coco_20200531-f11027c5.pth - Name: retinanet_r50_fpn_1x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_r50_fpn_1x_coco.py Metadata: Training Memory (GB): 3.8 inference time (s/im): 0.05263 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 36.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_r50_fpn_1x_coco/retinanet_r50_fpn_1x_coco_20200130-c2398f9e.pth - Name: retinanet_r50_fpn_2x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_r50_fpn_2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_r50_fpn_2x_coco/retinanet_r50_fpn_2x_coco_20200131-fdb43119.pth - Name: retinanet_r101_caffe_fpn_1x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_r101_caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 5.5 inference time (s/im): 0.06803 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_r101_caffe_fpn_1x_coco/retinanet_r101_caffe_fpn_1x_coco_20200531-b428fa0f.pth - Name: retinanet_r101_fpn_1x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_r101_fpn_1x_coco.py Metadata: Training Memory (GB): 5.7 inference time (s/im): 0.06667 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_r101_fpn_1x_coco/retinanet_r101_fpn_1x_coco_20200130-7a93545f.pth - Name: retinanet_r101_fpn_2x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_r101_fpn_2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_r101_fpn_2x_coco/retinanet_r101_fpn_2x_coco_20200131-5560aee8.pth - Name: retinanet_x101_32x4d_fpn_1x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_x101_32x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 7.0 inference time (s/im): 0.08264 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_x101_32x4d_fpn_1x_coco/retinanet_x101_32x4d_fpn_1x_coco_20200130-5c8b7ec4.pth - Name: retinanet_x101_32x4d_fpn_2x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_x101_32x4d_fpn_2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_x101_32x4d_fpn_2x_coco/retinanet_x101_32x4d_fpn_2x_coco_20200131-237fc5e1.pth - Name: retinanet_x101_64x4d_fpn_1x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_x101_64x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 10.0 inference time (s/im): 0.11494 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_x101_64x4d_fpn_1x_coco/retinanet_x101_64x4d_fpn_1x_coco_20200130-366f5af1.pth - Name: retinanet_x101_64x4d_fpn_2x_coco In Collection: RetinaNet Config: configs/retinanet/retinanet_x101_64x4d_fpn_2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/retinanet/retinanet_x101_64x4d_fpn_2x_coco/retinanet_x101_64x4d_fpn_2x_coco_20200131-bca068ab.pth