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