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 201–250 of 1488 papers

TitleStatusHype
Omni-Scale Feature Learning for Person Re-IdentificationCode1
On the Unreasonable Effectiveness of Centroids in Image RetrievalCode1
Explainable Person Re-Identification with Attribute-guided Metric DistillationCode1
Domain Consistency Representation Learning for Lifelong Person Re-IdentificationCode1
CHIRLA: Comprehensive High-resolution Identification and Re-identification for Large-scale AnalysisCode1
Exploring Fine-Grained Representation and Recomposition for Cloth-Changing Person Re-IdentificationCode1
Circle Loss: A Unified Perspective of Pair Similarity OptimizationCode1
Aerial-Ground Person Re-IDCode1
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning MethodCode1
Faster Person Re-IdentificationCode1
Adaptive Threshold for Online Object Recognition and Re-identification TasksCode1
Anchor-Free Person SearchCode1
CLIP-Driven Fine-grained Text-Image Person Re-identificationCode1
CLIP-Driven Semantic Discovery Network for Visible-Infrared Person Re-IdentificationCode1
Co-Segmentation Inspired Attention Networks for Video-Based Person Re-IdentificationCode1
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identificationCode1
Cloning Outfits from Real-World Images to 3D Characters for Generalizable Person Re-IdentificationCode1
Cloth-Changing Person Re-identification from A Single Image with Gait Prediction and RegularizationCode1
Clothes-Changing Person Re-identification with RGB Modality OnlyCode1
Person Re-identification by Contour Sketch under Moderate Clothing ChangeCode1
Contrastive Viewpoint-aware Shape Learning for Long-term Person Re-IdentificationCode1
FPB: Feature Pyramid Branch for Person Re-IdentificationCode1
AG-ReID.v2: Bridging Aerial and Ground Views for Person Re-identificationCode1
Generalizing Person Re-Identification by Camera-Aware Invariance Learning and Cross-Domain MixupCode1
Cluster Contrast for Unsupervised Person Re-IdentificationCode1
Content and Salient Semantics Collaboration for Cloth-Changing Person Re-IdentificationCode1
Cluster-level Feature Alignment for Person Re-identificationCode1
AG-VPReID: A Challenging Large-Scale Benchmark for Aerial-Ground Video-based Person Re-IdentificationCode1
CM-NAS: Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-IdentificationCode1
Graph Convolution Based Efficient Re-Ranking for Visual RetrievalCode1
CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-IdentificationCode1
Group-aware Label Transfer for Domain Adaptive Person Re-identificationCode1
Co-Attention Aligned Mutual Cross-Attention for Cloth-Changing Person Re-IdentificationCode1
Pose-guided Feature Disentangling for Occluded Person Re-identification Based on TransformerCode1
HAP: Structure-Aware Masked Image Modeling for Human-Centric PerceptionCode1
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports DatasetCode1
3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal PerspectiveCode1
Color Space Learning for Cross-Color Person Re-IdentificationCode1
Attribute-aware Identity-hard Triplet Loss for Video-based Person Re-identificationCode1
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identificationCode1
Hazy Re-ID: An Interference Suppression Model For Domain Adaptation Person Re-identification Under Inclement Weather ConditionCode1
HAT: Hierarchical Aggregation Transformers for Person Re-identificationCode1
Dual Pseudo-Labels Interactive Self-Training for Semi-Supervised Visible-Infrared Person Re-IdentificationCode1
Prototypical Contrastive Learning-based CLIP Fine-tuning for Object Re-identificationCode1
Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and BeyondCode1
Hierarchical Skeleton Meta-Prototype Contrastive Learning with Hard Skeleton Mining for Unsupervised Person Re-IdentificationCode1
Identity-Seeking Self-Supervised Representation Learning for Generalizable Person Re-identificationCode1
Homogeneous and Heterogeneous Relational Graph for Visible-infrared Person Re-identificationCode1
Human Co-Parsing Guided Alignment for Occluded Person Re-identificationCode1
IDM: An Intermediate Domain Module for Domain Adaptive 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
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