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 51–100 of 1488 papers

TitleStatusHype
MARS: Paying more attention to visual attributes for text-based person searchCode1
DenoiseRep: Denoising Model for Representation LearningCode1
Synthesizing Efficient Data with Diffusion Models for Person Re-Identification Pre-TrainingCode1
CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-IdentificationCode1
ENTIRe-ID: An Extensive and Diverse Dataset for Person Re-IdentificationCode1
Content and Salient Semantics Collaboration for Cloth-Changing Person Re-IdentificationCode1
Color Space Learning for Cross-Color Person Re-IdentificationCode1
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure CombinationCode1
Camera-aware Label Refinement for Unsupervised Person Re-identificationCode1
Diverse Representation Embedding for Lifelong Person Re-IdentificationCode1
Implicit Discriminative Knowledge Learning for Visible-Infrared Person Re-IdentificationCode1
YYDS: Visible-Infrared Person Re-Identification with Coarse DescriptionsCode1
Mutual Distillation Learning For Person Re-IdentificationCode1
CLIP-Driven Semantic Discovery Network for Visible-Infrared Person Re-IdentificationCode1
Masked Attribute Description Embedding for Cloth-Changing Person Re-identificationCode1
AG-ReID.v2: Bridging Aerial and Ground Views for Person Re-identificationCode1
Temporal 3D Shape Modeling for Video-Based Cloth-Changing Person Re-IdentificationCode1
Contrastive Viewpoint-aware Shape Learning for Long-term Person Re-IdentificationCode1
Distribution-aware Knowledge Prototyping for Non-exemplar Lifelong Person Re-identificationCode1
Shallow-Deep Collaborative Learning for Unsupervised Visible-Infrared Person Re-IdentificationCode1
Learning Continual Compatible Representation for Re-indexing Free Lifelong Person Re-identificationCode1
TF-CLIP: Learning Text-free CLIP for Video-based Person Re-IdentificationCode1
High-Order Structure Based Middle-Feature Learning for Visible-Infrared Person Re-IdentificationCode1
ViscoNet: Bridging and Harmonizing Visual and Textual Conditioning for ControlNetCode1
LiDAR-based Person Re-identificationCode1
Video-based Visible-Infrared Person Re-Identification with Auxiliary SamplesCode1
MSCMNet: Multi-scale Semantic Correlation Mining for Visible-Infrared Person Re-IdentificationCode1
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identificationCode1
Rotation Invariant Transformer for Recognizing Object in UAVsCode1
HAP: Structure-Aware Masked Image Modeling for Human-Centric PerceptionCode1
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identificationCode1
Unveiling the Power of CLIP in Unsupervised Visible-Infrared Person Re-IdentificationCode1
VI-Diff: Unpaired Visible-Infrared Translation Diffusion Model for Single Modality Labeled Visible-Infrared Person Re-identificationCode1
Unified Pre-training with Pseudo Texts for Text-To-Image Person Re-identificationCode1
Semantic-aware Consistency Network for Cloth-changing Person Re-IdentificationCode1
Exploring Fine-Grained Representation and Recomposition for Cloth-Changing Person Re-IdentificationCode1
Color Prompting for Data-Free Continual Unsupervised Domain Adaptive Person Re-IdentificationCode1
Noisy-Correspondence Learning for Text-to-Image Person Re-identificationCode1
Identity-Seeking Self-Supervised Representation Learning for Generalizable Person Re-identificationCode1
Person Re-Identification without Identification via Event AnonymizationCode1
Part-Aware Transformer for Generalizable Person Re-identificationCode1
Hierarchical Skeleton Meta-Prototype Contrastive Learning with Hard Skeleton Mining for Unsupervised Person Re-IdentificationCode1
Bridging the Gap: Multi-Level Cross-Modality Joint Alignment for Visible-Infrared Person Re-IdentificationCode1
Graph Convolution Based Efficient Re-Ranking for Visual RetrievalCode1
Instruct-ReID: A Multi-purpose Person Re-identification Task with InstructionsCode1
SiCL: Silhouette-Driven Contrastive Learning for Unsupervised Person Re-Identification with Clothes ChangeCode1
PLIP: Language-Image Pre-training for Person Representation LearningCode1
Shape-Erased Feature Learning for Visible-Infrared Person Re-IdentificationCode1
Diverse Embedding Expansion Network and Low-Light Cross-Modality Benchmark for Visible-Infrared Person Re-identificationCode1
Aerial-Ground Person Re-IDCode1
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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
10TransReID-SSL (ViT-B w/o 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