Adaptive NMS: Refining Pedestrian Detection in a Crowd

Pedestrian detection in a crowd is a very challenging issue. This paper addresses this problem by a novel Non-Maximum Suppression (NMS) algorithm to better refine the bounding boxes given by detectors... (read more)

PDF Abstract CVPR 2019 PDF CVPR 2019 Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Object Detection CrowdHuman (full body) Adaptive NMS (Faster RCNN, ResNet50) AP 84.71 # 5
mMR 49.73 # 3

Methods used in the Paper