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 301–350 of 1488 papers

TitleStatusHype
Fusion for Visual-Infrared Person ReID in Real-World Surveillance Using Corrupted Multimodal DataCode0
Deeply-Coupled Convolution-Transformer with Spatial-temporal Complementary Learning for Video-based Person Re-identificationCode0
Pseudo Labels Refinement with Intra-camera Similarity for Unsupervised Person Re-identificationCode0
Learning Robust Visual-Semantic Embedding for Generalizable Person Re-identificationCode0
A Novel end-to-end Framework for Occluded Pixel Reconstruction with Spatio-temporal Features for Improved Person Re-identification—0
Learning Transferable Pedestrian Representation from Multimodal Information SupervisionCode0
Shape-Erased Feature Learning for Visible-Infrared Person Re-IdentificationCode1
PSLT: A Light-weight Vision Transformer with Ladder Self-Attention and Progressive Shift—0
PartMix: Regularization Strategy to Learn Part Discovery for Visible-Infrared Person Re-identification—0
Attention Map Guided Transformer Pruning for Edge DeviceCode0
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual TasksCode3
MRCN: A Novel Modality Restitution and Compensation Network for Visible-Infrared Person Re-identification—0
Diverse Embedding Expansion Network and Low-Light Cross-Modality Benchmark for Visible-Infrared Person Re-identificationCode1
Deep Learning for Video-based Person Re-Identification: A Survey—0
Open-World Pose Transfer via Sequential Test-Time Adaption—0
Attention Disturbance and Dual-Path Constraint Network for Occluded Person Re-identification—0
Unsupervised Domain Adaptation for Cross-Regional Scenes Person Re-identification—0
Aerial-Ground Person Re-IDCode1
Mining False Positive Examples for Text-Based Person Re-identificationCode0
TranSG: Transformer-Based Skeleton Graph Prototype Contrastive Learning with Structure-Trajectory Prompted Reconstruction for Person Re-IdentificationCode1
Dynamic Clustering and Cluster Contrastive Learning for Unsupervised 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
Feature Completion Transformer for Occluded Person Re-identification—0
Image-Based and Partially Categorical Annotating Approach for Pedestrian Attribute RecognitionCode1
A Little Bit Attention Is All You Need for Person Re-Identification—0
DC-Former: Diverse and Compact Transformer for Person Re-IdentificationCode1
On the Stability and Generalization of Triplet Learning—0
A Review on Generative Adversarial Networks for Data Augmentation in Person Re-Identification Systems—0
Visible-Infrared Person Re-Identification via Patch-Mixed Cross-Modality Learning—0
DaliID: Distortion-Adaptive Learned Invariance for Identification Models—0
X-ReID: Cross-Instance Transformer for Identity-Level Person Re-Identification—0
Spectral Aware Softmax for Visible-Infrared Person Re-Identification—0
Exploring Invariant Representation for Visible-Infrared Person Re-Identification—0
Unsupervised Domain Adaptation on Person Re-Identification via Dual-level Asymmetric Mutual Learning—0
Illumination Variation Correction Using Image Synthesis For Unsupervised Domain Adaptive Person Re-Identification—0
Robust Knowledge Adaptation for Federated Unsupervised Person ReID—0
Meta Generative Attack on Person Reidentification—0
Learning Feature Recovery Transformer for Occluded Person Re-identificationCode1
Learning Invariance from Generated Variance for Unsupervised Person Re-identificationCode0
Multi-Stage Spatio-Temporal Aggregation Transformer for Video Person Re-identification—0
Dual Pseudo-Labels Interactive Self-Training for Semi-Supervised Visible-Infrared Person Re-IdentificationCode1
Discrepant and Multi-Instance Proxies for Unsupervised Person Re-Identification—0
Learning Concordant Attention via Target-aware Alignment for Visible-Infrared Person Re-identification—0
Visible-Infrared Person Re-Identification via Semantic Alignment and Affinity InferenceCode1
Towards Grand Unified Representation Learning for Unsupervised Visible-Infrared Person Re-IdentificationCode1
DeepChange: A Long-Term Person Re-Identification Benchmark with Clothes ChangeCode1
Clothing-Change Feature Augmentation for Person Re-Identification—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
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