DANCE improves WSOD performance on PASCAL VOC and MS COCO by using dual-thresholded heatmaps to generate better pseudo GT boxes, adding background representation and heatmap pre-supervision in WSBDN, and applying NCS loss to ignored proposals.
Multiscale Combinatorial Grouping,
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Dual-Thresholded Heatmap-Guided Proposal Clustering and Negative Certainty Supervision with Enhanced Base Network for Weakly Supervised Object Detection
DANCE improves WSOD performance on PASCAL VOC and MS COCO by using dual-thresholded heatmaps to generate better pseudo GT boxes, adding background representation and heatmap pre-supervision in WSBDN, and applying NCS loss to ignored proposals.