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 201225 of 1488 papers

TitleStatusHype
Dynamic Dual-Attentive Aggregation Learning for Visible-Infrared Person Re-IdentificationCode1
Modeling Thousands of Human Annotators for Generalizable Text-to-Image Person Re-identificationCode1
Adaptive Threshold for Online Object Recognition and Re-identification TasksCode1
Anchor-Free Person SearchCode1
CHIRLA: Comprehensive High-resolution Identification and Re-identification for Large-scale AnalysisCode1
Multi-direction and Multi-scale Pyramid in Transformer for Video-based Pedestrian RetrievalCode1
Co-Attention Aligned Mutual Cross-Attention for Cloth-Changing Person Re-IdentificationCode1
Aerial-Ground Person Re-IDCode1
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports DatasetCode1
Enhancing person re-identification via Uncertainty Feature Fusion Method and Auto-weighted Measure CombinationCode1
Cluster-level Feature Alignment for Person Re-identificationCode1
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identificationCode1
CLIP-Driven Fine-grained Text-Image Person Re-identificationCode1
CLIP-Driven Semantic Discovery Network for Visible-Infrared Person Re-IdentificationCode1
Cluster Contrast for Unsupervised Person Re-IdentificationCode1
Color Prompting for Data-Free Continual Unsupervised Domain Adaptive Person 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
Exploring Visual Context for Weakly Supervised Person SearchCode1
Omni-Scale Feature Learning for Person Re-IdentificationCode1
Farewell to Mutual Information: Variational Distillation for Cross-Modal Person Re-IdentificationCode1
3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal PerspectiveCode1
Feature Erasing and Diffusion Network for Occluded Person Re-IdentificationCode1
Attribute-aware Identity-hard Triplet Loss for Video-based 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