|
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 |
|
|