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

Showing 251275 of 1488 papers

TitleStatusHype
Shallow-Deep Collaborative Learning for Unsupervised Visible-Infrared Person Re-IdentificationCode1
Shape-Erased Feature Learning for Visible-Infrared Person Re-IdentificationCode1
SimMC: Simple Masked Contrastive Learning of Skeleton Representations for Unsupervised Person Re-IdentificationCode1
Simple Online and Realtime Tracking with a Deep Association MetricCode1
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch NormalizationCode1
DomainMix: Learning Generalizable Person Re-Identification Without Human AnnotationsCode1
Faster Person Re-IdentificationCode1
CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-IdentificationCode1
Delving into Probabilistic Uncertainty for Unsupervised Domain Adaptive Person Re-IdentificationCode1
DenoiseRep: Denoising Model for Representation LearningCode1
Co-Segmentation Inspired Attention Networks for Video-Based Person Re-IdentificationCode1
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identificationCode1
Anchor-Free Person SearchCode1
Discover Cross-Modality Nuances for Visible-Infrared Person Re-IdentificationCode1
Cross-Camera Feature Prediction for Intra-Camera Supervised Person Re-identification across Distant ScenesCode1
Adaptive Threshold for Online Object Recognition and Re-identification TasksCode1
Domain Consistency Representation Learning for Lifelong Person Re-IdentificationCode1
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning MethodCode1
Explainable Person Re-Identification with Attribute-guided Metric DistillationCode1
DLCR: A Generative Data Expansion Framework via Diffusion for Clothes-Changing Person Re-IDCode1
Do Not Disturb Me: Person Re-identification Under the Interference of Other PedestriansCode1
Dual Distribution Alignment Network for Generalizable Person Re-IdentificationCode1
Augmented Dual-Contrastive Aggregation Learning for Unsupervised Visible-Infrared Person Re-IdentificationCode1
Cross-Modality Paired-Images Generation for RGB-Infrared Person Re-IdentificationCode1
High-Order Structure Based Middle-Feature Learning for Visible-Infrared Person Re-IdentificationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1st-ReID(RE, RK)Rank-198Unverified
2SSKD(GH)Rank-197.36Unverified
3CLIP-ReID+Pose2ID (no RK)Rank-197.3Unverified
4SOLIDER +UFFM+AMCRank-197Unverified
5Unsupervised Pre-training (ResNet101+MGN)Rank-197Unverified
6RGT&RGPR (RK)Rank-196.9Unverified
7SOLIDERRank-196.9Unverified
8LightMBN (RR)Rank-196.8Unverified
9Viewpoint-Aware Loss(RK)Rank-196.79Unverified
10TransReID-SSL (ViT-B w/o RK)Rank-196.7Unverified
#ModelMetricClaimedVerifiedStatus
1DenseILmAP97.1Unverified
2CTL Model (ResNet50, 256x128)mAP96.1Unverified
3BPBreID (RK)mAP92.9Unverified
4Unsupervised Pre-training (ResNet101+RK)mAP92.77Unverified
5RGT&RGPR (RK)mAP92.7Unverified
6st-ReID(RE, RK,Cam)mAP92.7Unverified
7Viewpoint-Aware Loss(RK)mAP91.8Unverified
8LDS (ResNet50 + RK)mAP91Unverified
9Adaptive L2 Regularization (with re-ranking)mAP90.7Unverified
10FlipReID (with re-ranking)mAP90.7Unverified