Attentive Normalization

In state-of-the-art deep neural networks, both feature normalization and feature attention have become ubiquitous with significant performance improvement shown in a vast amount of tasks. They are usually studied as separate modules, however... (read more)

PDF Abstract ECCV 2020 PDF ECCV 2020 Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK USES EXTRA
TRAINING DATA
RESULT BENCHMARK
Object Detection COCO minival Mask R-CNN-FPN (AOGNet-40M) box AP 44.9 # 18
AP50 66.2 # 11
AP75 49.1 # 11
Instance Segmentation COCO minival Mask R-CNN-FPN (AOGNet-40M) mask AP 40.2 # 10
AP50 63.2 # 2
AP75 43.3 # 2
Image Classification ImageNet AOGNet-40M-AN Top 1 Accuracy 81.87% # 47
Top 5 Accuracy 95.74% # 31

Methods used in the Paper