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metafile.yml
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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