CenterNet: Keypoint Triplets for Object Detection

In object detection, keypoint-based approaches often suffer a large number of incorrect object bounding boxes, arguably due to the lack of an additional look into the cropped regions. This paper presents an efficient solution which explores the visual patterns within each cropped region with minimal costs... (read more)

PDF Abstract ICCV 2019 PDF ICCV 2019 Abstract

Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Object Detection COCO minival CenterNet511 (Hourglass-52) box AP 41.3 # 40
AP50 59.2 # 38
AP75 43.9 # 34
APS 23.6 # 29
APM 43.8 # 29
APL 55.8 # 24
Object Detection COCO test-dev CenterNet511 (Hourglass-104, multi-scale) box AP 47.0 # 33
AP50 64.5 # 45
AP75 50.7 # 41
APS 28.9 # 38
APM 49.9 # 39
APL 58.9 # 35

Methods used in the Paper