Object Counting
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Greatest papers with code
Object Counting and Instance Segmentation with Image-level Supervision
CVPR 2019
• GuoleiSun/CountSeg
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Moreover, our approach improves state-of-the-art image-level supervised instance segmentation with a relative gain of 17. 8% in terms of average best overlap, on the PASCAL VOC 2012 dataset.
Where are the Blobs: Counting by Localization with Point Supervision
However, we propose a detection-based method that does not need to estimate the size and shape of the objects and that outperforms regression-based methods.
From Open Set to Closed Set: Supervised Spatial Divide-and-Conquer for Object Counting
• xhp-hust-2018-2011/S-DCNet
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Visual counting, a task that aims to estimate the number of objects from an image/video, is an open-set problem by nature, i. e., the number of population can vary in [0, inf) in theory.
Improving Object Counting with Heatmap Regulation
• littleaich/heatmap-regulation
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Adding HR to a simple VGG front-end improves performance on all these benchmarks compared to a simple one-look baseline model and results in state-of-the-art performance for car counting.
Object Counting and Instance Segmentation With Image-Level Supervision
CVPR 2019
• alzayats/CountSeg-1
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Moreover, our approach improves state-of-the-art image-level supervised instance segmentation with a relative gain of 17. 8% in terms of average best overlap, on the PASCAL VOC 2012 dataset.