Object Instance Mining for Weakly Supervised Object Detection

4 Feb 2020 Chenhao Lin Siwen Wang Dongqi Xu Yu Lu Wayne Zhang

Weakly supervised object detection (WSOD) using only image-level annotations has attracted growing attention over the past few years. Existing approaches using multiple instance learning easily fall into local optima, because such mechanism tends to learn from the most discriminative object in an image for each category... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Weakly Supervised Object Detection PASCAL VOC 2007 OIM+IR+FRCNN MAP 52.6 # 6
Weakly Supervised Object Detection PASCAL VOC 2012 test OIM+IR+FRCNN MAP 46.4 # 9

Methods used in the Paper


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