SOTAVerified

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 1–50 of 1488 papers

TitleStatusHype
WhoFi: Deep Person Re-Identification via Wi-Fi Channel Signal Encoding—0
Weakly Supervised Visible-Infrared Person Re-Identification via Heterogeneous Expert Collaborative Consistency Learning—0
Mind the Gap: Bridging Occlusion in Gait Recognition via Residual Gap Correction—0
Try Harder: Hard Sample Generation and Learning for Clothes-Changing Person Re-IDCode0
KeyRe-ID: Keypoint-Guided Person Re-Identification using Part-Aware Representation in Videos—0
CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble FusionCode0
Following the Clues: Experiments on Person Re-ID using Cross-Modal IntelligenceCode0
Evolution of ReID: From Early Methods to LLM Integration—0
DeSPITE: Exploring Contrastive Deep Skeleton-Pointcloud-IMU-Text Embeddings for Advanced Point Cloud Human Activity Understanding—0
Domain Generalization for Person Re-identification: A Survey Towards Domain-Agnostic Person MatchingCode1
ReID5o: Achieving Omni Multi-modal Person Re-identification in a Single ModelCode2
Colors See Colors Ignore: Clothes Changing ReID with Color Disentanglement (ICCV-25 🥳)—0
Cross-Spectral Body Recognition with Side Information Embedding: Benchmarks on LLCM and Analyzing Range-Induced Occlusions on IJB-MDF—0
Person Re-Identification System at Semantic Level based on Pedestrian Attributes Ontology—0
S3CE-Net: Spike-guided Spatiotemporal Semantic Coupling and Expansion Network for Long Sequence Event Re-IdentificationCode0
Causality and "In-the-Wild" Video-Based Person Re-ID: A Survey—0
DART^3: Leveraging Distance for Test Time Adaptation in Person Re-Identification—0
Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification—0
Coarse Attribute Prediction with Task Agnostic Distillation for Real World Clothes Changing ReID—0
Differentiable Channel Selection in Self-Attention For Person Re-IdentificationCode0
OptiGait-LGBM: An Efficient Approach of Gait-based Person Re-identification in Non-Overlapping Regions—0
Multilinear subspace learning for person re-identification based fusion of high order tensor features—0
Base-Detail Feature Learning Framework for Visible-Infrared Person Re-Identification—0
Robust Duality Learning for Unsupervised Visible-Infrared Person Re-Identification—0
Diverse Semantics-Guided Feature Alignment and Decoupling for Visible-Infrared Person Re-Identification—0
Person detection and re-identification in open-world settings of retail stores and public spacesCode0
Semantic-Aligned Learning with Collaborative Refinement for Unsupervised VI-ReIDCode1
Distribution-aware Forgetting Compensation for Exemplar-Free Lifelong Person Re-identificationCode1
Effective Dual-Region Augmentation for Reduced Reliance on Large Amounts of Labeled DataCode0
Neighbor-Based Feature and Index Enhancement for Person Re-IdentificationCode0
TransitReID: Transit OD Data Collection with Occlusion-Resistant Dynamic Passenger Re-Identification—0
LLaVA-ReID: Selective Multi-image Questioner for Interactive Person Re-IdentificationCode2
SD-ReID: View-aware Stable Diffusion for Aerial-Ground Person Re-Identification—0
LATex: Leveraging Attribute-based Text Knowledge for Aerial-Ground Person Re-Identification—0
DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-IDCode1
FusionSegReID: Advancing Person Re-Identification with Multimodal Retrieval and Precise Segmentation—0
TeLL Me what you cant see—0
CFReID: Continual Few-shot Person Re-IdentificationCode0
Multi-modal Multi-platform Person Re-Identification: Benchmark and Method—0
Learning from Synchronization: Self-Supervised Uncalibrated Multi-View Person Association in Challenging ScenesCode0
From Laboratory to Real World: A New Benchmark Towards Privacy-Preserved Visible-Infrared Person Re-Identification—0
Multi-Domain Biometric Recognition using Body Embeddings—0
Clothes-Changing Person Re-identification Based On Skeleton Dynamics—0
Modeling Thousands of Human Annotators for Generalizable Text-to-Image Person Re-identificationCode1
AG-VPReID: A Challenging Large-Scale Benchmark for Aerial-Ground Video-based Person Re-IdentificationCode1
SeCap: Self-Calibrating and Adaptive Prompts for Cross-view Person Re-Identification in Aerial-Ground NetworksCode1
A Quantitative Evaluation of the Expressivity of BMI, Pose and Gender in Body Embeddings for Recognition and Identification—0
From Poses to Identity: Training-Free Person Re-Identification via Feature CentralizationCode2
TSDW: A Tri-Stream Dynamic Weight Network for Cloth-Changing Person Re-Identification—0
Technical Report for ReID-SAM on SkiTB Visual Tracking Challenge 2025—0
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All datasetsMarket-1501DukeMTMC-reIDMSMT17Occluded-DukeMTMCMarket-1501-CCUHK03 detectedCUHK03 labeledMARSCUHK03LTCCPRCCPRID2011

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1st-ReID(RE, RK)Rank-198—Unverified
2SSKD(GH)Rank-197.36—Unverified
3CLIP-ReID+Pose2ID (no RK)Rank-197.3—Unverified
4SOLIDER +UFFM+AMCRank-197—Unverified
5Unsupervised Pre-training (ResNet101+MGN)Rank-197—Unverified
6RGT&RGPR (RK)Rank-196.9—Unverified
7SOLIDERRank-196.9—Unverified
8LightMBN (RR)Rank-196.8—Unverified
9Viewpoint-Aware Loss(RK)Rank-196.79—Unverified
10SOLIDER (RK)Rank-196.7—Unverified
#ModelMetricClaimedVerifiedStatus
1DenseILmAP97.1—Unverified
2CTL Model (ResNet50, 256x128)mAP96.1—Unverified
3BPBreID (RK)mAP92.9—Unverified
4Unsupervised Pre-training (ResNet101+RK)mAP92.77—Unverified
5RGT&RGPR (RK)mAP92.7—Unverified
6st-ReID(RE, RK,Cam)mAP92.7—Unverified
7Viewpoint-Aware Loss(RK)mAP91.8—Unverified
8LDS (ResNet50 + RK)mAP91—Unverified
9Adaptive L2 Regularization (with re-ranking)mAP90.7—Unverified
10FlipReID (with re-ranking)mAP90.7—Unverified