Person Re-Identification by Discriminative Selection in Video Ranking

IEEE Transactions on Pattern Analysis and Machine Intelligence
Taiqing WangShengjin Wang

Abstract

Current person re-identification (ReID) methods typically rely on single-frame imagery features, whilst ignoring space-time information from image sequences often available in the practical surveillance scenarios. Single-frame (single-shot) based visual appearance matching is inherently limited for person ReID in public spaces due to the challenging visual ambiguity and uncertainty arising from non-overlapping camera views where viewing condition changes can cause significant people appearance variations. In this work, we present a novel model to automatically select the most discriminative video fragments from noisy/incomplete image sequences of people from which reliable space-time and appearance features can be computed, whilst simultaneously learning a video ranking function for person ReID. Using the PRID 2011, iLIDS-VID, and HDA+ image sequence datasets, we extensively conducted comparative evaluations to demonstrate the advantages of the proposed model over contemporary gait recognition, holistic image sequence matching and state-of-the-art single-/multi-shot ReID methods.

References

Feb 4, 2005·IEEE Transactions on Pattern Analysis and Machine Intelligence·Sudeep SarkarKevin W Bowyer
Feb 14, 2006·IEEE Transactions on Pattern Analysis and Machine Intelligence·Ju Han, Bir Bhanu
Oct 12, 2011·IEEE Transactions on Pattern Analysis and Machine Intelligence·Charles BergeronKristin P Bennett
Jun 27, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Wei-Shi ZhengTao Xiang
Apr 6, 2016·IEEE Transactions on Pattern Analysis and Machine Intelligence·Wei-Shi ZhengTao Xiang

❮ Previous
Next ❯

Citations

Aug 18, 2017·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Xiatian ZhuWei-Shi Zheng
Aug 4, 2018·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Xiaoke ZhuTaiping Zhang
Jan 1, 2018·International Journal of Computer Vision·Hanxiao WangTao Xiang

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
Jiaxin ChenYunhong Wang
IEEE Transactions on Pattern Analysis and Machine Intelligence
Wei-Shi ZhengTao Xiang
IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
Lianyang MaDacheng Tao
IEEE Transactions on Pattern Analysis and Machine Intelligence
Giuseppe LisantiAlberto Del Bimbo
© 2021 Meta ULC. All rights reserved