Collections: - Name: RPN Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x V100 GPUs Architecture: - FPN - ResNet Paper: URL: https://arxiv.org/abs/1506.01497 Title: "Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks" README: configs/rpn/README.md Code: URL: https://github.com/open-mmlab/mmdetection/blob/v2.0.0/mmdet/models/detectors/rpn.py#L6 Version: v2.0.0 Models: - Name: rpn_r50-caffe_fpn_1x_coco In Collection: RPN Config: configs/rpn/rpn_r50-caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 3.5 Training Resources: 8x V100 GPUs Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: AR@1000: 58.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_r50_caffe_fpn_1x_coco/rpn_r50_caffe_fpn_1x_coco_20200531-5b903a37.pth - Name: rpn_r50_fpn_1x_coco In Collection: RPN Config: configs/rpn/rpn_r50_fpn_1x_coco.py Metadata: Training Memory (GB): 3.8 Training Resources: 8x V100 GPUs Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: AR@1000: 58.2 Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_r50_fpn_1x_coco/rpn_r50_fpn_1x_coco_20200218-5525fa2e.pth - Name: rpn_r50_fpn_2x_coco In Collection: RPN Config: rpn_r50_fpn_2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: AR@1000: 58.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_r50_fpn_2x_coco/rpn_r50_fpn_2x_coco_20200131-0728c9b3.pth - Name: rpn_r101-caffe_fpn_1x_coco In Collection: RPN Config: configs/rpn/rpn_r101-caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 5.4 Training Resources: 8x V100 GPUs Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: AR@1000: 60.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_r101_caffe_fpn_1x_coco/rpn_r101_caffe_fpn_1x_coco_20200531-0629a2e2.pth - Name: rpn_x101-32x4d_fpn_1x_coco In Collection: RPN Config: configs/rpn/rpn_x101-32x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 7.0 Training Resources: 8x V100 GPUs Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: AR@1000: 60.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_x101_32x4d_fpn_1x_coco/rpn_x101_32x4d_fpn_1x_coco_20200219-b02646c6.pth - Name: rpn_x101-32x4d_fpn_2x_coco In Collection: RPN Config: configs/rpn/rpn_x101-32x4d_fpn_2x_coco.py Metadata: Training Resources: 8x V100 GPUs Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: AR@1000: 61.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_x101_32x4d_fpn_2x_coco/rpn_x101_32x4d_fpn_2x_coco_20200208-d22bd0bb.pth - Name: rpn_x101-64x4d_fpn_1x_coco In Collection: RPN Config: configs/rpn/rpn_x101-64x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 10.1 Training Resources: 8x V100 GPUs Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: AR@1000: 61.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_x101_64x4d_fpn_1x_coco/rpn_x101_64x4d_fpn_1x_coco_20200208-cde6f7dd.pth - Name: rpn_x101-64x4d_fpn_2x_coco In Collection: RPN Config: configs/rpn/rpn_x101-64x4d_fpn_2x_coco.py Metadata: Training Resources: 8x V100 GPUs Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: AR@1000: 61.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/rpn/rpn_x101_64x4d_fpn_2x_coco/rpn_x101_64x4d_fpn_2x_coco_20200208-c65f524f.pth