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 101125 of 1488 papers

TitleStatusHype
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReIDCode1
Dynamic Clustering and Cluster Contrastive Learning for Unsupervised Person Re-identificationCode1
TranSG: Transformer-Based Skeleton Graph Prototype Contrastive Learning with Structure-Trajectory Prompted Reconstruction for Person Re-IdentificationCode1
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
DC-Former: Diverse and Compact Transformer for Person Re-IdentificationCode1
Image-Based and Partially Categorical Annotating Approach for Pedestrian Attribute RecognitionCode1
Learning Feature Recovery Transformer for Occluded Person Re-identificationCode1
DeepChange: A Long-Term Person Re-Identification Benchmark with Clothes ChangeCode1
Visible-Infrared Person Re-Identification via Semantic Alignment and Affinity InferenceCode1
Towards Modality-Agnostic Person Re-Identification With Descriptive QueryCode1
Dual Pseudo-Labels Interactive Self-Training for Semi-Supervised Visible-Infrared Person Re-IdentificationCode1
Unsupervised Visible-Infrared Person Re-Identification via Progressive Graph Matching and Alternate LearningCode1
Good Is Bad: Causality Inspired Cloth-Debiasing for Cloth-Changing Person Re-IdentificationCode1
PHA: Patch-Wise High-Frequency Augmentation for Transformer-Based Person Re-IdentificationCode1
An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing ConditionsCode1
Towards Grand Unified Representation Learning for Unsupervised Visible-Infrared Person Re-IdentificationCode1
Human Co-Parsing Guided Alignment for Occluded Person Re-identificationCode1
Learning Progressive Modality-shared Transformers for Effective Visible-Infrared Person Re-identificationCode1
Lifelong Person Re-Identification via Knowledge Refreshing and ConsolidationCode1
Dynamic Feature Pruning and Consolidation for Occluded Person Re-IdentificationCode1
GEFF: Improving Any Clothes-Changing Person ReID Model using Gallery Enrichment with Face FeaturesCode1
Transformer Based Multi-Grained Features for Unsupervised Person Re-IdentificationCode1
A Benchmark of Video-Based Clothes-Changing 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
10SOLIDER (RK)Rank-196.7Unverified
#ModelMetricClaimedVerifiedStatus
1DenseILmAP97.1Unverified
2CTL Model (ResNet50, 256x128)mAP96.1Unverified
3BPBreID (RK)mAP92.9Unverified
4Unsupervised Pre-training (ResNet101+RK)mAP92.77Unverified
5st-ReID(RE, RK,Cam)mAP92.7Unverified
6RGT&RGPR (RK)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