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Resource Aware Person Re-identification across Multiple Resolutions [article]

Yan Wang, Lequn Wang, Yurong You, Xu Zou, Vincent Chen, Serena Li, Gao Huang, Bharath Hariharan, Kilian Q. Weinberger
2018 arXiv   pre-print
However, prevailing person re-identification(re-ID) methods use one-size-fits-all high-level embeddings from deep convolutional networks for all cases.  ...  To remedy this, we present a new person re-ID model that combines effective embeddings built on multiple convolutional network layers, trained with deep-supervision.  ...  Resource-constrained person re-ID The availability of multiple embeddings from different stages makes our model especially suitable for re-ID applications under resource constraints.  ... 
arXiv:1805.08805v3 fatcat:lk2xgddpujerfivs4qejz5izbe

Resource Aware Person Re-identification Across Multiple Resolutions

Yan Wang, Lequn Wang, Yurong You, Xu Zou, Vincent Chen, Serena Li, Gao Huang, Bharath Hariharan, Kilian Q. Weinberger
2018 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition  
However, prevailing person re-identification(re-ID) methods use one-size-fits-all high-level embeddings from deep convolutional networks for all cases.  ...  To remedy this, we present a new person re-ID model that combines effective embeddings built on multiple convolutional network layers, trained with deep-supervision.  ...  This suggests that person re-ID will benefit from fusing information across multiple layers.  ... 
doi:10.1109/cvpr.2018.00839 dblp:conf/cvpr/WangWYZCLHHW18 fatcat:7x5mjissnfeofazunabm2f75gi

REVAMP2T: Real-time Edge Video Analytics for Multi-camera Privacy-aware Pedestrian Tracking

Christopher Neff, Matias Mendieta, Shrey Mohan, Mohammadreza Baharani, Samuel Rogers, Hamed Tabkhi
2019 IEEE Internet of Things Journal  
On the algorithm side, REVAMP^2T proposes a unified integrated computer vision pipeline for detection, re-identification, and tracking across multiple cameras without the need for storing the streaming  ...  awareness.  ...  INTRODUCTION The emerging wave of Internet of Things (IoTs), scarcity of bandwidth resources, and tight latency awareness is pushing system designers to extend cloud computing to the edge of the network  ... 
doi:10.1109/jiot.2019.2954804 fatcat:oyeijzcn3jbrpbakkinifditse

An Interoperability Infrastructure for Digital Identifiers in e-Science [chapter]

Barbara Bazzanella, Paolo Bouquet
2016 Communications in Computer and Information Science  
identify also physical objects like people, institutions and any type of relevant entity in the e-Science domain, opening the way to the creation of an integrated information space where a network of resources  ...  The third service implements the multiple resolution of entity identifiers.  ...  The real potential of separating the token ID from the resolver rests on the possibility of associating the same ID to multiple resolvers, enabling a mechanism of multiple resolution and distribution of  ... 
doi:10.1007/978-3-319-41938-1_17 fatcat:wjqawvdznbbd3i5fduozigddoa

Person Re-identification: A Retrospective on Domain Specific Open Challenges and Future Trends [article]

Asmat Zahra, Nazia Perwaiz, Muhammad Shahzad, Muhammad Moazam Fraz
2022 arXiv   pre-print
Person re-identification (Re-ID) is one of the primary components of an automated visual surveillance system.  ...  ., occlusion, pose scale \& viewpoint variance, background clutter, person misalignment and cross-domain generalization across camera modalities, which makes the problem of re-Id still far from being solved  ...  To develop a model with outstanding generalizability is difficult because the visual appearance of the same person varies across different views across multiple cameras.  ... 
arXiv:2202.13121v1 fatcat:luwwbcwspndqpauj4dosmmojee

The State of Aerial Surveillance: A Survey [article]

Kien Nguyen, Clinton Fookes, Sridha Sridharan, Yingli Tian, Feng Liu, Xiaoming Liu, Arun Ross
2022 arXiv   pre-print
The main object of interest is humans, where single or multiple subjects are to be detected, identified, tracked, re-identified and have their behavior analyzed.  ...  Aerial Person Re-ID Person Re-ID aims at retrieving a person of interest across multiple non-overlapping cameras.  ...  Many approaches for open world person re-ID depart from the closed-world setting and explore aerial person re-ID across multiple modalities.  ... 
arXiv:2201.03080v2 fatcat:x7o6zgx2x5cwjkz5ftuizll7nu

Deep Learning for Person Re-identification: A Survey and Outlook [article]

Mang Ye, Jianbing Shen, Gaojie Lin, Tao Xiang, Ling Shao, Steven C. H. Hoi
2021 arXiv   pre-print
Person re-identification (Re-ID) aims at retrieving a person of interest across multiple non-overlapping cameras.  ...  By dissecting the involved components in developing a person Re-ID system, we categorize it into the closed-world and open-world settings.  ...  INTRODUCTION P ERSON re-identification (Re-ID) has been widely studied as a specific person retrieval problem across nonoverlapping cameras [1] , [2] .  ... 
arXiv:2001.04193v2 fatcat:4d3thmsr3va2tnu72nawlu2wxy

The Future of Camera Networks

Lukas Esterle, Peter R. Lewis, Richie McBride, Xin Yao
2017 Proceedings of the 11th International Conference on Distributed Smart Cameras - ICDSC 2017  
Camera networks become smart when they can interpret video data on board, in order to carry out tasks as a collective, such as target tracking and (re-)identification of objects of interest.  ...  They will operate on a vast scale, drawing on mobile resources connected in networks structured in complex and changing ways.  ...  This ensures efficiency of network-wide resources, but requires either perfect re-identification or knowledge of the environment to ensure sufficient re-identification of targets among different cameras  ... 
doi:10.1145/3131885.3131931 dblp:conf/icdsc/EsterleLM017 fatcat:44kmiunahrfhdpjlyt3smvpwxq

Visual re-identification across large, distributed camera networks

Vildana Sulić Kenk, Rok Mandeljc, Stanislav Kovačič, Matej Kristan, Melita Hajdinjak, Janez Perš
2015 Image and Vision Computing  
We propose a holistic approach to the problem of re-identification in an environment of distributed smart cameras.  ...  We treat the problem of re-identification as an open-world problem, and address novelty detection and forgetting.  ...  The algorithm for distributed re-identification We formulate the re-identification problem as follows: given a new image of a previously-seen person, the re-identification system has to be able to determine  ... 
doi:10.1016/j.imavis.2014.11.002 fatcat:csfsmkbpw5bgrlyeul2jaj6uqm

Automated Sports Player Performance Analysis: A Survey

احمد نادى, أمل أبوطبل, Ayman Atia
2021 النشرة المعلوماتیة فی الحاسبات والمعلومات  
In order to make the automatic sports video analysis realized, there is a necessity for player identification across sports.  ...  Consequently, a large amount of resources has been directed to sports to improve understanding, performance and presentation.  ...  PLAYER IDENTIFICATION BASED PERSON RE-ID The player identification from medium distance in basketball broadcast videos is formulated as a person re-identification problem in which the player is recognized  ... 
doi:10.21608/fcihib.2021.61283.1019 fatcat:gt57kgphgffp5ai262jxam3qqm

Self-Reconfigurable Smart Camera Networks

2014 Computer  
to unforeseen conditions, changing tasks and constrained resources.  ...  Recent hardware advances such as multi-core high-speed platforms allow cameras to perform multiple tasks whilst observing a scene: smart camera networks enable emerging applications that require adaptation  ...  For example, person re-identification in camera networks can be aided by taking advantage of the estimation of future target movements across heterogeneous cameras [16] .  ... 
doi:10.1109/mc.2014.133 fatcat:choaetezebe3bdttz2n65y2nom

Study on Design and Implementation of Distributed Multiple Camera Surveillance and Tracking System

Sureshkumar Jha, Rohan Sawant, Parth Shinde, Rakhi Kalantri, Shagufta Rajguru, M.D. Patil, V.A. Vyawahare
2021 ITM Web of Conferences  
Movement logging of any individual person can also be done if it does not infringe his/her privacy.  ...  Through these cameras user can track those intruders who are aware of how the surveillance system operates and are actively trying to avoid getting seen by the surveillance system.  ...  reid person re identification engine for re-identifying the person across the surveillance system.  ... 
doi:10.1051/itmconf/20214003036 fatcat:5d7mwn6nffar7npc654ol6hchi

Adherence to Secondary Prophylaxis Among Patients with Acute Rheumatic Fever and Rheumatic Heart Disease

John A. Woods, Judith M. Katzenellenbogen
2019 Current Cardiology Reviews  
The 71 st World Health Assembly recently adopted a resolution identifying prevention and control of RHD as a global priority [3] .  ...  declines in the global incidence of ARF and the prevalence of RHD over the last century, with near eradication in many industrialized countries, albeit with persistence in marginalized populations and across  ...  Given the barriers to implementation of upstream disease control measures, prevention of re-infection with GAS among persons with a history of ARF/RHD is critical to the reduction of disease burden.  ... 
doi:10.2174/1573403x1503190506120953 pmid:31084592 pmcid:PMC6719386 fatcat:vgbzdek4wre4rnlu4p6juw45bi

Scaling Video Analytics Systems to Large Camera Deployments [article]

Samvit Jain, Ganesh Ananthanarayanan, Junchen Jiang, Yuanchao Shu, Joseph E. Gonzalez
2019 arXiv   pre-print
., face recognition and person re-identification [45] .  ...  In spotlight search, for example, once a suspicious activity or individual is detected, we can selectively trigger multi-class object detection or person re-identification models only on the cameras that  ... 
arXiv:1809.02318v4 fatcat:rt3vxm2gb5ggfa2txmk6oigo5q

Benefits and challenges of using smart meters for advancing residential water demand modeling and management: A review

A. Cominola, M. Giuliani, D. Piga, A. Castelletti, A.E. Rizzoli
2015 Environmental Modelling & Software  
The availability of data at such very high spatial and temporal resolution advanced the ability in characterizing, modeling, and, ultimately, designing user-oriented residential water demand management  ...  of water supply and climate change impacts are expected to require more and more integrated procedures for effectively supporting residential water demand modeling and management in several countries across  ...  Journal of Water 740 Resources Planning and Management 140, 288-297. 741 Abed-Meraim, K., Qiu, W., Hua, Y., 1997. Blind system identification.  ... 
doi:10.1016/j.envsoft.2015.07.012 fatcat:3gntxpqwqvcklgifbvbacra5wq
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