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 151175 of 1488 papers

TitleStatusHype
Instruct-ReID++: Towards Universal Purpose Instruction-Guided Person Re-identificationCode2
Image-Text-Image Knowledge Transferring for Lifelong Person Re-Identification with Hybrid Clothing States0
Content and Salient Semantics Collaboration for Cloth-Changing Person Re-IdentificationCode1
Dynamic Identity-Guided Attention Network for Visible-Infrared Person Re-identification0
Color Space Learning for Cross-Color Person Re-IdentificationCode1
DualFocus: Integrating Plausible Descriptions in Text-based Person Re-identification0
Robust Pseudo-label Learning with Neighbor Relation for Unsupervised Visible-Infrared Person Re-Identification0
Harnessing the Power of MLLMs for Transferable Text-to-Image Person ReIDCode2
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure CombinationCode1
Rethinking Clothes Changing Person ReID: Conflicts, Synthesis, and Optimization0
Clothes-Changing Person Re-Identification with Feasibility-Aware Intermediary Matching0
Parameter Hierarchical Optimization for Visible-Infrared Person Re-Identification0
Unsupervised Visible-Infrared ReID via Pseudo-label Correction and Modality-level Alignment0
Adaptive Intra-Class Variation Contrastive Learning for Unsupervised Person Re-Identification0
Part-Attention Based Model Make Occluded Person Re-Identification Stronger0
Camera-aware Label Refinement for Unsupervised Person Re-identificationCode1
Diverse Representation Embedding for Lifelong Person Re-IdentificationCode1
An Open-World, Diverse, Cross-Spatial-Temporal Benchmark for Dynamic Wild Person Re-IdentificationCode0
Test-time Similarity Modification for Person Re-identification toward Temporal Distribution ShiftCode0
View-decoupled Transformer for Person Re-identification under Aerial-ground Camera NetworkCode2
Implicit Discriminative Knowledge Learning for Visible-Infrared Person Re-IdentificationCode1
A Versatile Framework for Multi-scene Person Re-identificationCode2
Bidirectional Multi-Step Domain Generalization for Visible-Infrared Person Re-Identification0
Lifelong Person Re-Identification with Backward-Compatibility0
Identity-aware Dual-constraint Network for Cloth-Changing Person Re-identification0
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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