[17] Taiqing Wang, Shaogang Gong, Xiatian Zhu, Shengjin Wang. Person re-identification by discriminative selection in video ranking[J]. IEEE transactions on pattern analysis and machine intelligence, 2016.38(12):2501–2514. [18] Dongyu Zhang, Wenxi Wu, Hui Cheng, Ruimao Zhang, Zhenjiang Dong,...
method significantly reduces the number of false positives. A new video re-identification dataset, named Tube-based Re-identification Video Dataset (TRiViD), has been prepared with an aim to help the re-identification research community. 1Introduction Person re-identification (Re-Id) is useful in ...
在现有re-id研究中,未标记的gallery中丰富的信息和固有的结构通常被忽略了。在许多其他领域,如文档摘要,图像检索和自动照片注释,已经广泛地探索了如何利用未标记数据,但在re-id中应用不多。gallery中的实例虽然通常代表不同的个体,但它们确实具有共同的视觉特征,可以利用几何特征来改善排名。我们提出了一种新的流形排...
Video-based person re-identification system consists of two major components: feature learning and metric learning. Feature learning aims to extract the intra- and inter-frame-level representative features. Intra-frame-level means learning features through frame content (local frame-level features) as ...
rank可以用boosting或者kernal based两种方法来做,后者包括SVM,rankboost 的思想就是用一系列的弱ranker来构成一个强ranker,但是由于person reID问题中,很多不同的人的的特征在很大程度上是高度重叠的,因此弱ranker就显得效果不好,rankSVM试图在更高的维度寻找rank function,来解决person reID问题中低维度高度重叠的人的...
image re-rankingPerson re-identification is an important and challenging problem in video surveillance. Most of the methods are based on supervised distance metrics learning, which have to label samples for distance metrics learning, while it is hardly done in massive cameras. This paper carried ...
1) "Hi-CMD: Hierarchical Cross-Modality Disentanglement for Visible-Infrared Person Re-Identification" [paper] [github] [video] 2) "Transferable, Controllable, and Inconspicuous Adversarial Attacks on Person Re-identification With Deep Mis-Ranking" [paper] [github] 3) "Inter-Task Association Critic...
When considering person re-identification (re-ID) as a retrieval process, re-ranking is a critical step to improve its accuracy. Yet in the re-ID community, limited effort has been devoted to re-ranking, especially those fully automatic, unsupervised solutions. In this paper, we propose a k...
Video-based person re-identification matches video clips of people across non-overlapping cameras. Most existing methods tackle this problem by encoding each video frame in its entirety and computing an aggregate representation across all frames. In practice, people are often partially occluded, which ...
(2016). Person Re-Identification by Discriminative Selection in Video Ranking. MPR Drone MPR Drone dataset is not a traditional person person re-identification dataset with images captured across a camera network. Instead, it is collected by a flying drone in both indoor and outdoor environment. ...