Person Re-Identification

Person Re-Identification is a computer vision task in which the goal is to match a person's identity across different cameras or locations in a video or image sequence. It involves detecting and tracking a person and then using features such as appearance, body shape, and clothing to match their identity in different frames. The goal is to associate the same person across multiple non-overlapping camera views in a robust and efficient manner.

Papers

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Showing 526–550 of 1488 papers

Title	Date	Tasks	Status	Score
Leaning Compact and Representative Features for Cross-Modality Person Re-Identification	Mar 26, 2021	Cross-Modality Person Re-identificationKnowledge Distillation	CodeCode Available	5
Learning Disentangled Representation for Robust Person Re-identification	Oct 26, 2019	AttributeGenerative Adversarial Network	CodeCode Available	5
Joint Progressive Knowledge Distillation and Unsupervised Domain Adaptation	May 16, 2020	Domain AdaptationKnowledge Distillation	CodeCode Available	5
Jointly Attentive Spatial-Temporal Pooling Networks for Video-based Person Re-Identification	Aug 3, 2017	Person Re-IdentificationVideo-Based Person Re-Identification	CodeCode Available	5
Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification	Mar 23, 2019	ClassificationGeneral Classification	CodeCode Available	5
Joint Detection and Identification Feature Learning for Person Search	Apr 7, 2016	Pedestrian DetectionPerson Re-Identification	CodeCode Available	5
Invisible Backdoor Attack with Dynamic Triggers against Person Re-identification	Nov 20, 2022	AllBackdoor Attack	CodeCode Available	5
Knowledge Distillation for Multi-Target Domain Adaptation in Real-Time Person Re-Identification	May 12, 2022	Domain AdaptationKnowledge Distillation	CodeCode Available	5
In Defense of the Triplet Loss for Person Re-Identification	Mar 22, 2017	General ClassificationMetric Learning	CodeCode Available	5
Interaction-and-Aggregation Network for Person Re-identification	Jul 19, 2019	Person Re-Identification	CodeCode Available	5
In Defense of the Classification Loss for Person Re-Identification	Sep 16, 2018	ClassificationGeneral Classification	CodeCode Available	5
An Empirical Study of Person Re-Identification with Attributes	Jan 25, 2020	AttributePerson Re-Identification	CodeCode Available	5
In Defense of the Triplet Loss Again: Learning Robust Person Re-Identification with Fast Approximated Triplet Loss and Label Distillation	Dec 17, 2019	Person Re-IdentificationTriplet	CodeCode Available	5
Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep Neural Network Models	Jul 15, 2018	Person Re-IdentificationRe-Ranking	CodeCode Available	5
BR-NPA: A Non-Parametric High-Resolution Attention Model to improve the Interpretability of Attention	Jun 4, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	5
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification	Nov 19, 2017	Domain AdaptationGenerative Adversarial Network	CodeCode Available	5
Illumination Distillation Framework for Nighttime Person Re-Identification and A New Benchmark	Aug 31, 2023	Person Re-Identification	CodeCode Available	5
GAF-Net: Video-Based Person Re-Identification via Appearance and Gait Recognitions	Feb 27, 2024	Person Re-IdentificationPose Estimation	CodeCode Available	5
Improved Instance Discrimination and Feature Compactness for End-to-End Person Search	May 21, 2021	Pedestrian DetectionPerson Re-Identification	CodeCode Available	5
Incremental Learning in Person Re-Identification	Aug 20, 2018	Incremental LearningPerson Re-Identification	CodeCode Available	5
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification	Apr 3, 2019	Domain AdaptationDomain Adaptive Person Re-Identification	CodeCode Available	5
IAUnet: Global Context-Aware Feature Learning for Person Re-Identification	Sep 2, 2020	Object CategorizationPerson Re-Identification	CodeCode Available	5
ID-aware Quality for Set-based Person Re-identification	Nov 20, 2019	Person Re-Identification	CodeCode Available	5
Fusion for Visual-Infrared Person ReID in Real-World Surveillance Using Corrupted Multimodal Data	Apr 29, 2023	Data AugmentationPerson Re-Identification	CodeCode Available	5
HydraPlus-Net: Attentive Deep Features for Pedestrian Analysis	Sep 28, 2017	AttributePedestrian Attribute Recognition	CodeCode Available	5

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All datasets Market-1501 DukeMTMC-reID MSMT17 Occluded-DukeMTMC Market-1501-C CUHK03 detected CUHK03 labeled MARS CUHK03 LTCC PRCC PRID2011

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	st-ReID(RE, RK)	Rank-1	98	—	Unverified
2	SSKD(GH)	Rank-1	97.36	—	Unverified
3	CLIP-ReID+Pose2ID (no RK)	Rank-1	97.3	—	Unverified
4	SOLIDER +UFFM+AMC	Rank-1	97	—	Unverified
5	Unsupervised Pre-training (ResNet101+MGN)	Rank-1	97	—	Unverified
6	RGT&RGPR (RK)	Rank-1	96.9	—	Unverified
7	SOLIDER	Rank-1	96.9	—	Unverified
8	LightMBN (RR)	Rank-1	96.8	—	Unverified
9	Viewpoint-Aware Loss(RK)	Rank-1	96.79	—	Unverified
10	TransReID-SSL (ViT-B w/o RK)	Rank-1	96.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DenseIL	mAP	97.1	—	Unverified
2	CTL Model (ResNet50, 256x128)	mAP	96.1	—	Unverified
3	BPBreID (RK)	mAP	92.9	—	Unverified
4	Unsupervised Pre-training (ResNet101+RK)	mAP	92.77	—	Unverified
5	RGT&RGPR (RK)	mAP	92.7	—	Unverified
6	st-ReID(RE, RK,Cam)	mAP	92.7	—	Unverified
7	Viewpoint-Aware Loss(RK)	mAP	91.8	—	Unverified
8	LDS (ResNet50 + RK)	mAP	91	—	Unverified
9	Adaptive L2 Regularization (with re-ranking)	mAP	90.7	—	Unverified
10	FlipReID (with re-ranking)	mAP	90.7	—	Unverified