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- Collections:
- - Name: Faster R-CNN
- Metadata:
- Training Data: COCO
- Training Techniques:
- - SGD with Momentum
- - Weight Decay
- Training Resources: 8x V100 GPUs
- Architecture:
- - FPN
- - RPN
- - ResNet
- - RoIPool
- Paper:
- URL: https://arxiv.org/abs/1506.01497
- Title: 'Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks'
- README: configs/faster_rcnn/README.md
- Code:
- URL: https://github.com/open-mmlab/mmdetection/blob/v2.0.0/mmdet/models/detectors/faster_rcnn.py#L6
- Version: v2.0.0
-
- 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 (ms/im):
- - value: 46.73
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (800, 1333)
- 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:
- Training Memory (GB): 4.0
- inference time (ms/im):
- - value: 46.73
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (800, 1333)
- 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 (ms/im):
- - value: 64.1
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (800, 1333)
- 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:
- Training Memory (GB): 6.0
- inference time (ms/im):
- - value: 64.1
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (800, 1333)
- 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 (ms/im):
- - value: 72.46
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (800, 1333)
- 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:
- Training Memory (GB): 7.2
- inference time (ms/im):
- - value: 72.46
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (800, 1333)
- 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 (ms/im):
- - value: 106.38
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (800, 1333)
- 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:
- Training Memory (GB): 10.3
- inference time (ms/im):
- - value: 106.38
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (800, 1333)
- 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
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- - 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_095054-1f77628b.pth
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- - 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-e10bd31c.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-a7ae426d.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_110822-4d4d2ca8.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_124151-16b9b260.pth
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- - 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
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- - 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
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