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 101–150 of 1488 papers

TitleStatusHype
Dynamic Clustering and Cluster Contrastive Learning for Unsupervised Person Re-identificationCode1
TranSG: Transformer-Based Skeleton Graph Prototype Contrastive Learning with Structure-Trajectory Prompted Reconstruction for Person Re-IdentificationCode1
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReIDCode1
3D Shape Temporal Aggregation for Video-Based Clothing-Change Person Re-IdenticationCode1
Co-Attention Aligned Mutual Cross-Attention for Cloth-Changing Person Re-IdentificationCode1
UniHCP: A Unified Model for Human-Centric PerceptionsCode1
Image-Based and Partially Categorical Annotating Approach for Pedestrian Attribute RecognitionCode1
DC-Former: Diverse and Compact Transformer for Person Re-IdentificationCode1
Learning Feature Recovery Transformer for Occluded Person Re-identificationCode1
Towards Modality-Agnostic Person Re-Identification With Descriptive QueryCode1
Good Is Bad: Causality Inspired Cloth-Debiasing for Cloth-Changing Person Re-IdentificationCode1
Towards Grand Unified Representation Learning for Unsupervised Visible-Infrared Person Re-IdentificationCode1
Dual Pseudo-Labels Interactive Self-Training for Semi-Supervised Visible-Infrared Person Re-IdentificationCode1
An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing ConditionsCode1
Unsupervised Visible-Infrared Person Re-Identification via Progressive Graph Matching and Alternate LearningCode1
DeepChange: A Long-Term Person Re-Identification Benchmark with Clothes ChangeCode1
PHA: Patch-Wise High-Frequency Augmentation for Transformer-Based Person Re-IdentificationCode1
Visible-Infrared Person Re-Identification via Semantic Alignment and Affinity InferenceCode1
Human Co-Parsing Guided Alignment for Occluded Person Re-identificationCode1
Learning Progressive Modality-shared Transformers for Effective Visible-Infrared Person Re-identificationCode1
Lifelong Person Re-Identification via Knowledge Refreshing and ConsolidationCode1
Dynamic Feature Pruning and Consolidation for Occluded Person Re-IdentificationCode1
GEFF: Improving Any Clothes-Changing Person ReID Model using Gallery Enrichment with Face FeaturesCode1
Transformer Based Multi-Grained Features for Unsupervised Person Re-IdentificationCode1
A Benchmark of Video-Based Clothes-Changing Person Re-IdentificationCode1
MEVID: Multi-view Extended Videos with Identities for Video Person Re-IdentificationCode1
VID-Trans-ReID: Enhanced Video Transformers for Person Re-identificationCode1
CLIP-Driven Fine-grained Text-Image Person Re-identificationCode1
Augmented Dual-Contrastive Aggregation Learning for Unsupervised Visible-Infrared Person Re-IdentificationCode1
Parallel Augmentation and Dual Enhancement for Occluded Person Re-identificationCode1
Patch-based Knowledge Distillation for Lifelong Person Re-IdentificationCode1
Long-Term Person Re-identification with Dramatic Appearance Change: Algorithm and BenchmarkCode1
Sampling Agnostic Feature Representation for Long-Term Person Re-identificationCode1
Visible-Infrared Person Re-Identification Using Privileged Intermediate InformationCode1
Learning Modal-Invariant and Temporal-Memory for Video-based Visible-Infrared Person Re-IdentificationCode1
Towards Privacy-Preserving, Real-Time and Lossless Feature MatchingCode1
Domain Adaptive Person SearchCode1
Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed EdgesCode1
Learnable Privacy-Preserving Anonymization for Pedestrian ImagesCode1
OIMNet++: Prototypical Normalization and Localization-aware Learning for Person SearchCode1
UFO: Unified Feature OptimizationCode1
Dynamic Prototype Mask for Occluded Person Re-IdentificationCode1
Learning Granularity-Unified Representations for Text-to-Image Person Re-identificationCode1
Sports Re-ID: Improving Re-Identification Of Players In Broadcast Videos Of Team SportsCode1
Optimizing Performance of Federated Person Re-identification: Benchmarking and AnalysisCode1
A Challenging Benchmark of Anime Style RecognitionCode1
3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal PerspectiveCode1
SimMC: Simple Masked Contrastive Learning of Skeleton Representations for Unsupervised Person Re-IdentificationCode1
NFormer: Robust Person Re-identification with Neighbor TransformerCode1
Deep Unlearning via Randomized Conditionally Independent HessiansCode1
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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
5st-ReID(RE, RK,Cam)mAP92.7—Unverified
6RGT&RGPR (RK)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