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 401–425 of 1488 papers

Title	Date	Tasks	Status	Score
DiP: Learning Discriminative Implicit Parts for Person Re-Identification	Dec 24, 2022	Person Re-IdentificationPosition	CodeCode Available	5
Adversarial Metric Attack and Defense for Person Re-identification	Jan 30, 2019	Adversarial AttackBenchmarking	CodeCode Available	5
Camera Alignment and Weighted Contrastive Learning for Domain Adaptation in Video Person ReID	Nov 7, 2022	ClusteringContrastive Learning	CodeCode Available	5
MVP Matching: A Maximum-Value Perfect Matching for Mining Hard Samples, With Application to Person Re-Identification	Oct 1, 2019	Metric LearningPerson Re-Identification	CodeCode Available	5
Adaptive Domain-Specific Normalization for Generalizable Person Re-Identification	May 7, 2021	Generalizable Person Re-identificationMeta-Learning	CodeCode Available	5
Differentiable Channel Selection in Self-Attention For Person Re-Identification	May 13, 2025	channel selectionNeural Architecture Search	CodeCode Available	5
Learning Transferable Pedestrian Representation from Multimodal Information Supervision	Apr 12, 2023	AttributeContrastive Learning	CodeCode Available	5
Appearance and Pose-Conditioned Human Image Generation using Deformable GANs	Apr 30, 2019	Data AugmentationGenerative Adversarial Network	CodeCode Available	5
Leveraging Virtual and Real Person for Unsupervised Person Re-identification	Nov 5, 2018	Collaborative FilteringPerson Re-Identification	CodeCode Available	5
Devil in the Details: Towards Accurate Single and Multiple Human Parsing	Sep 17, 2018	Human ParsingPerson Re-Identification	CodeCode Available	5
Learning Intra and Inter-Camera Invariance for Isolated Camera Supervised Person Re-identification	Nov 2, 2023	Contrastive LearningPerson Re-Identification	CodeCode Available	5
Learning Invariance from Generated Variance for Unsupervised Person Re-identification	Jan 2, 2023	Contrastive LearningData Augmentation	CodeCode Available	5
CILP-FGDI: Exploiting Vision-Language Model for Generalizable Person Re-Identification	Jan 27, 2025	Generalizable Person Re-identificationLanguage Modeling	CodeCode Available	5
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification	Nov 26, 2018	ClusteringDomain Adaptation	CodeCode Available	5
A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking	Nov 28, 2017	Person Re-IdentificationRe-Ranking	CodeCode Available	5
Learning Robust Visual-Semantic Embedding for Generalizable Person Re-identification	Apr 19, 2023	Generalizable Person Re-identificationPerson Re-Identification	CodeCode Available	5
2017 Robotic Instrument Segmentation Challenge	Feb 18, 2019	BenchmarkingPerson Re-Identification	CodeCode Available	5
Learning from Synchronization: Self-Supervised Uncalibrated Multi-View Person Association in Challenging Scenes	Mar 17, 2025	Person Re-IdentificationSelf-Supervised Learning	CodeCode Available	5
Deep Spatial Feature Reconstruction for Partial Person Re-identification: Alignment-Free Approach	Jan 3, 2018	Dictionary LearningPerson Re-Identification	CodeCode Available	5
Learning Disentangled Representation for Robust Person Re-identification	Oct 26, 2019	AttributeGenerative Adversarial Network	CodeCode Available	5
Learning to Disentangle Scenes for Person Re-identification	Nov 10, 2021	Person Re-Identification	CodeCode Available	5
DROP: Decouple Re-Identification and Human Parsing with Task-specific Features for Occluded Person Re-identification	Jan 31, 2024	Human ParsingMulti-Task Learning	CodeCode Available	5
Mask-Guided Contrastive Attention Model for Person Re-Identification	Jun 1, 2018	Contrastive LearningPerson Re-Identification	CodeCode Available	5
Leaning Compact and Representative Features for Cross-Modality Person Re-Identification	Mar 26, 2021	Cross-Modality Person Re-identificationKnowledge Distillation	CodeCode Available	5
LCM: Log Conformal Maps for Robust Representation Learning to Mitigate Perspective Distortion	Sep 20, 2024	distortion correctionPerson Re-Identification	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	SOLIDER (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	st-ReID(RE, RK,Cam)	mAP	92.7	—	Unverified
6	RGT&RGPR (RK)	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