metafile.yml
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Collections:
- Name: PISA
Metadata:
Training Data: COCO
Training Techniques:
- SGD with Momentum
- Weight Decay
Training Resources: 8x V100 GPUs
Architecture:
- FPN
- PISA
- RPN
- ResNet
- RoIPool
Paper:
URL: https://arxiv.org/abs/1904.04821
Title: 'Prime Sample Attention in Object Detection'
README: configs/pisa/README.md
Code:
URL: https://github.com/open-mmlab/mmdetection/blob/v2.1.0/mmdet/models/roi_heads/pisa_roi_head.py#L8
Version: v2.1.0
Models:
- Name: pisa_faster_rcnn_r50_fpn_1x_coco
In Collection: PISA
Config: configs/pisa/pisa_faster_rcnn_r50_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 38.4
Weights: https://download.openmmlab.com/mmdetection/v2.0/pisa/pisa_faster_rcnn_r50_fpn_1x_coco/pisa_faster_rcnn_r50_fpn_1x_coco-dea93523.pth
- Name: pisa_faster_rcnn_x101_32x4d_fpn_1x_coco
In Collection: PISA
Config: configs/pisa/pisa_faster_rcnn_x101_32x4d_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 41.9
Weights: https://download.openmmlab.com/mmdetection/v2.0/pisa/pisa_faster_rcnn_x101_32x4d_fpn_1x_coco/pisa_faster_rcnn_x101_32x4d_fpn_1x_coco-e4accec4.pth
- Name: pisa_mask_rcnn_r50_fpn_1x_coco
In Collection: PISA
Config: configs/pisa/pisa_mask_rcnn_r50_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 39.1
- Task: Instance Segmentation
Dataset: COCO
Metrics:
mask AP: 35.2
Weights: https://download.openmmlab.com/mmdetection/v2.0/pisa/pisa_mask_rcnn_r50_fpn_1x_coco/pisa_mask_rcnn_r50_fpn_1x_coco-dfcedba6.pth
- Name: pisa_retinanet_r50_fpn_1x_coco
In Collection: PISA
Config: configs/pisa/pisa_retinanet_r50_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 36.9
Weights: https://download.openmmlab.com/mmdetection/v2.0/pisa/pisa_retinanet_r50_fpn_1x_coco/pisa_retinanet_r50_fpn_1x_coco-76409952.pth
- Name: pisa_retinanet_x101_32x4d_fpn_1x_coco
In Collection: PISA
Config: configs/pisa/pisa_retinanet_x101_32x4d_fpn_1x_coco.py
Metadata:
Epochs: 12
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 40.7
Weights: https://download.openmmlab.com/mmdetection/v2.0/pisa/pisa_retinanet_x101_32x4d_fpn_1x_coco/pisa_retinanet_x101_32x4d_fpn_1x_coco-a0c13c73.pth
- Name: pisa_ssd300_coco
In Collection: PISA
Config: configs/pisa/pisa_ssd300_coco.py
Metadata:
Epochs: 24
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 27.6
Weights: https://download.openmmlab.com/mmdetection/v2.0/pisa/pisa_ssd300_coco/pisa_ssd300_coco-710e3ac9.pth
- Name: pisa_ssd512_coco
In Collection: PISA
Config: configs/pisa/pisa_ssd512_coco.py
Metadata:
Epochs: 24
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 31.8
Weights: https://download.openmmlab.com/mmdetection/v2.0/pisa/pisa_ssd512_coco/pisa_ssd512_coco-247addee.pth