Group Normalization

ECCV 2018 Yuxin WuKaiming He

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet...

PDF Abstract

Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Object Detection COCO minival Mask R-CNN (ResNet-101-FPN, GroupNorm, long) box AP 42.3 # 19
Object Detection COCO minival Mask R-CNN (ResNet-101-FPN, GroupNorm, long) AP50 62.8 # 7
Object Detection COCO minival Mask R-CNN (ResNet-101-FPN, GroupNorm, long) AP75 46.2 # 9
Object Detection COCO minival Mask R-CNN (ResNet-101-FPN, GroupNorm, long) APS 37.2 # 1
Object Detection COCO minival Mask R-CNN (ResNet-101-FPN, GroupNorm, long) APM 59.7 # 1
Object Detection COCO minival Mask R-CNN (ResNet-101-FPN, GroupNorm, long) APL 39.5 # 30
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm) box AP 40.3 # 31
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm) AP50 61 # 15
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm) AP75 44 # 18
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm) APS 35.7 # 3
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm) APM 57.9 # 3
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm) APL 37.7 # 32
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm, long) box AP 40.8 # 30
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm, long) AP50 61.6 # 13
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm, long) AP75 44.4 # 16
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm, long) APS 36.1 # 2
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm, long) APM 58.5 # 2
Object Detection COCO minival Mask R-CNN (ResNet-50-FPN, GroupNorm, long) APL 38.2 # 31