Precise Detection in Densely Packed Scenes

CVPR 2019 Eran GoldmanRoei HerzigAviv EisenschtatOria RatzonItsik LeviJacob GoldbergerTal Hassner

Man-made scenes can be densely packed, containing numerous objects, often identical, positioned in close proximity. We show that precise object detection in such scenes remains a challenging frontier even for state-of-the-art object detectors... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Object Counting CARPK Soft-IoU + EM-Merger unit MAE 6.77 # 1
RMSE 8.52 # 1
Dense Object Detection SKU-110K Soft-IoU + EM-Merger unit AP 0.492 # 2
AP75 0.556 # 1

Methods used in the Paper


METHOD TYPE
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