Collections: - Name: Faster R-CNN Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x NVIDIA V100 GPUs Architecture: - FPN - RPN - ResNet - RoIPool Paper: https://arxiv.org/abs/1506.01497 README: configs/faster_rcnn/README.md Models: - Name: faster_rcnn_r50_caffe_dc5_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_caffe_dc5_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.2 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_caffe_dc5_1x_coco/faster_rcnn_r50_caffe_dc5_1x_coco_20201030_151909-531f0f43.pth - Name: faster_rcnn_r50_caffe_fpn_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 3.8 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_caffe_fpn_1x_coco/faster_rcnn_r50_caffe_fpn_1x_coco_bbox_mAP-0.378_20200504_180032-c5925ee5.pth - Name: faster_rcnn_r50_fpn_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_fpn_1x_coco.py Metadata: Training Memory (GB): 4.0 inference time (s/im): 0.04673 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_fpn_1x_coco/faster_rcnn_r50_fpn_1x_coco_20200130-047c8118.pth - Name: faster_rcnn_r50_fpn_2x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_fpn_2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_fpn_2x_coco/faster_rcnn_r50_fpn_2x_coco_bbox_mAP-0.384_20200504_210434-a5d8aa15.pth - Name: faster_rcnn_r101_caffe_fpn_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r101_caffe_fpn_1x_coco.py Metadata: Training Memory (GB): 5.7 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r101_caffe_fpn_1x_coco/faster_rcnn_r101_caffe_fpn_1x_coco_bbox_mAP-0.398_20200504_180057-b269e9dd.pth - Name: faster_rcnn_r101_fpn_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r101_fpn_1x_coco.py Metadata: Training Memory (GB): 6.0 inference time (s/im): 0.0641 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r101_fpn_1x_coco/faster_rcnn_r101_fpn_1x_coco_20200130-f513f705.pth - Name: faster_rcnn_r101_fpn_2x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r101_fpn_2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r101_fpn_2x_coco/faster_rcnn_r101_fpn_2x_coco_bbox_mAP-0.398_20200504_210455-1d2dac9c.pth - Name: faster_rcnn_x101_32x4d_fpn_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_x101_32x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 7.2 inference time (s/im): 0.07246 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.2 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_x101_32x4d_fpn_1x_coco/faster_rcnn_x101_32x4d_fpn_1x_coco_20200203-cff10310.pth - Name: faster_rcnn_x101_32x4d_fpn_2x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_x101_32x4d_fpn_2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.2 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_x101_32x4d_fpn_2x_coco/faster_rcnn_x101_32x4d_fpn_2x_coco_bbox_mAP-0.412_20200506_041400-64a12c0b.pth - Name: faster_rcnn_x101_64x4d_fpn_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_x101_64x4d_fpn_1x_coco.py Metadata: Training Memory (GB): 10.3 inference time (s/im): 0.10638 Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_x101_64x4d_fpn_1x_coco/faster_rcnn_x101_64x4d_fpn_1x_coco_20200204-833ee192.pth - Name: faster_rcnn_x101_64x4d_fpn_2x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_x101_64x4d_fpn_2x_coco.py Metadata: Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_x101_64x4d_fpn_2x_coco/faster_rcnn_x101_64x4d_fpn_2x_coco_20200512_161033-5961fa95.pth - Name: faster_rcnn_r50_fpn_iou_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_fpn_iou_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_fpn_1x_coco/faster_rcnn_r50_fpn_iou_1x_coco-fdd207f3.pth - Name: faster_rcnn_r50_fpn_giou_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_fpn_giou_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.6 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_fpn_1x_coco/faster_rcnn_r50_fpn_giou_1x_coco-0eada910.pth - Name: faster_rcnn_r50_fpn_bounded_iou_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_fpn_bounded_iou_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_fpn_1x_coco/faster_rcnn_r50_fpn_bounded_iou_1x_coco-98ad993b.pth - Name: faster_rcnn_r50_caffe_dc5_mstrain_1x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_caffe_dc5_mstrain_1x_coco.py Metadata: Epochs: 12 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 37.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_caffe_dc5_mstrain_1x_coco/faster_rcnn_r50_caffe_dc5_mstrain_1x_coco_20201028_233851-b33d21b9.pth - Name: faster_rcnn_r50_caffe_dc5_mstrain_3x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_caffe_dc5_mstrain_3x_coco.py Metadata: Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 38.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_caffe_dc5_mstrain_3x_coco/faster_rcnn_r50_caffe_dc5_mstrain_3x_coco_20201028_002107-34a53b2c.pth - Name: faster_rcnn_r50_caffe_fpn_mstrain_2x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_caffe_fpn_mstrain_2x_coco.py Metadata: Training Memory (GB): 4.3 Epochs: 24 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.7 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_caffe_fpn_mstrain_2x_coco/faster_rcnn_r50_caffe_fpn_mstrain_2x_coco_bbox_mAP-0.397_20200504_231813-10b2de58.pth - Name: faster_rcnn_r50_caffe_fpn_mstrain_3x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_caffe_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 3.7 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 39.9 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_caffe_fpn_mstrain_3x_coco/faster_rcnn_r50_caffe_fpn_mstrain_3x_coco_20210526_095054-f002305e.pth - Name: faster_rcnn_r50_fpn_mstrain_3x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r50_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 3.9 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 40.3 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_fpn_mstrain_3x_coco/faster_rcnn_r50_fpn_mstrain_3x_coco_20210524_110822-3a066a07.pth - Name: faster_rcnn_r101_caffe_fpn_mstrain_3x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r101_caffe_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 5.6 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.0 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r101_caffe_fpn_mstrain_3x_coco/faster_rcnn_r101_caffe_fpn_mstrain_3x_coco_20210526_095742-9178be4b.pth - Name: faster_rcnn_r101_fpn_mstrain_3x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_r101_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 5.8 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 41.8 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r101_fpn_mstrain_3x_coco/faster_rcnn_r101_fpn_mstrain_3x_coco_20210524_110822-78060bff.pth - Name: faster_rcnn_x101_32x4d_fpn_mstrain_3x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_x101_32x4d_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 7.0 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.5 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_x101_32x4d_fpn_mstrain_3x_coco/faster_rcnn_x101_32x4d_fpn_mstrain_3x_coco_20210524_124151-e8595dde.pth - Name: faster_rcnn_x101_32x8d_fpn_mstrain_3x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_x101_32x8d_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 10.1 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 42.4 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_x101_32x8d_fpn_mstrain_3x_coco/faster_rcnn_x101_32x8d_fpn_mstrain_3x_coco_20210604_182954-002e082a.pth - Name: faster_rcnn_x101_64x4d_fpn_mstrain_3x_coco In Collection: Faster R-CNN Config: configs/faster_rcnn/faster_rcnn_x101_64x4d_fpn_mstrain_3x_coco.py Metadata: Training Memory (GB): 10.0 Epochs: 36 Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 43.1 Weights: https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_x101_64x4d_fpn_mstrain_3x_coco/faster_rcnn_x101_64x4d_fpn_mstrain_3x_coco_20210524_124528-26c63de6.pth