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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: http://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: http://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: http://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: http://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: http://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: http://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: http://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: http://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: http://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: http://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: http://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: http://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: http://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: http://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): 4.3
Epochs: 36
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 40.2
Weights: http://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_caffe_fpn_mstrain_3x_coco/faster_rcnn_r50_caffe_fpn_mstrain_3x_coco_bbox_mAP-0.398_20200504_163323-30042637.pth