Service interruption on Monday 11 July from 12:30 to 13:00: all the sites of the CCSD (HAL, Epiciences, SciencesConf, AureHAL) will be inaccessible (network hardware connection).
Skip to Main content Skip to Navigation
Conference papers

Hand-Crafted System for Person Re-Identification:A Comprehensive Review

Abstract : In video surveillance, Person Re-Identification(Re-ID) consists in recognizing an individual who has already been observed (hence the term Re-Identification) over a network of cameras. Usually, the person Re-Id system is divided into two stages: i)constructing a person's appearance signature by extracting feature representations which should be robust against pose variations, illumination changes and occlusions and ii)Establishing the correspondence/matching between feature representations of probe and gallery by learning similarity metrics or ranking functions. A gallery is a dataset composed of images of people with known IDs whereas a probe is collected of detected persons with unknown IDs from different cameras. Specifically, the process of person Re-Identification aims essentially at matching individuals across non-overlapping cameras at different instants and locations. However, the matching is challenging due to disparities of human bodies and visual ambiguities across different cameras. This paper provides an overview of hand-crafted system for person Re-identification, including features extraction and metric learning as well as their advantages and drawbacks. The performance of some state-of-the-art person Re-ID methods on the commonly used benchmark datasets is compared and analyzed. It also provides a starting point for researchers who want to conduct novel investigations on this challenging topic.
Complete list of metadata

Cited literature [16 references]  Display  Hide  Download
Contributor : Soumik Mallick Connect in order to contact the contributor
Submitted on : Thursday, July 26, 2018 - 10:36:59 AM
Last modification on : Saturday, June 25, 2022 - 11:31:42 PM
Long-term archiving on: : Saturday, October 27, 2018 - 12:49:09 PM


Files produced by the author(s)


  • HAL Id : hal-01849393, version 1



Salwa Baabou, François Bremond, Awatef Ben Fradj, Mohamed Amine Farah, Abdennaceur Kachouri. Hand-Crafted System for Person Re-Identification:A Comprehensive Review. SM2C', Feb 2017, Kerkennah Island, Tunisia. ⟨hal-01849393⟩



Record views


Files downloads