We present SNIPER, an algorithm for performing efficient multi-scale training in instance level visual recognition tasks. Instead of processing every pixel in an image pyramid, SNIPER processes context regions around ground-truth instances (referred to as chips) at the appropriate scale... (read more)
PDFTASK | DATASET | MODEL | METRIC NAME | METRIC VALUE | GLOBAL RANK | COMPARE |
---|---|---|---|---|---|---|
Object Detection | COCO test-dev | SNIPER (ResNet-50) | box AP | 43.5 | # 25 | |
Object Detection | COCO test-dev | SNIPER (ResNet-50) | AP50 | 65.0 | # 14 | |
Object Detection | COCO test-dev | SNIPER (ResNet-50) | AP75 | 48.6 | # 16 | |
Object Detection | COCO test-dev | SNIPER (ResNet-50) | APS | 26.1 | # 19 | |
Object Detection | COCO test-dev | SNIPER (ResNet-50) | APM | 46.3 | # 20 | |
Object Detection | COCO test-dev | SNIPER (ResNet-50) | APL | 56.0 | # 18 | |
Object Detection | COCO test-dev | SNIPER (ResNet-101) | box AP | 46.1 | # 14 | |
Object Detection | COCO test-dev | SNIPER (ResNet-101) | AP50 | 67.0 | # 9 | |
Object Detection | COCO test-dev | SNIPER (ResNet-101) | AP75 | 51.6 | # 7 | |
Object Detection | COCO test-dev | SNIPER (ResNet-101) | APS | 29.6 | # 7 | |
Object Detection | COCO test-dev | SNIPER (ResNet-101) | APM | 48.9 | # 10 | |
Object Detection | COCO test-dev | SNIPER (ResNet-101) | APL | 58.1 | # 10 | |
Object Detection | PASCAL VOC 2007 | SNIPER | MAP | 86.9% | # 1 |