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 301325 of 1488 papers

TitleStatusHype
Enhancing Diversity in Teacher-Student Networks via Asymmetric branches for Unsupervised Person Re-identificationCode1
Parameter-Efficient Person Re-identification in the 3D SpaceCode1
An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing ConditionsCode1
Exploiting Sample Uncertainty for Domain Adaptive Person Re-IdentificationCode1
Fine-Grained Re-IdentificationCode1
PersonViT: Large-scale Self-supervised Vision Transformer for Person Re-IdentificationCode1
Attribute-aware Identity-hard Triplet Loss for Video-based Person Re-identificationCode1
DeepChange: A Long-Term Person Re-Identification Benchmark with Clothes ChangeCode1
Contrastive Viewpoint-aware Shape Learning for Long-term Person Re-IdentificationCode1
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric SpaceCode1
DenoiseRep: Denoising Model for Representation LearningCode1
Exploring Visual Context for Weakly Supervised Person SearchCode1
Feature Erasing and Diffusion Network for Occluded Person Re-IdentificationCode1
Farewell to Mutual Information: Variational Distillation for Cross-Modal Person Re-IdentificationCode1
MEVID: Multi-view Extended Videos with Identities for Video Person Re-IdentificationCode1
Motif Guided Graph Transformer with Combinatorial Skeleton Prototype Learning for Skeleton-Based Person Re-IdentificationCode1
Deep High-Resolution Representation Learning for Cross-Resolution Person Re-identificationCode1
MSCMNet: Multi-scale Semantic Correlation Mining for Visible-Infrared Person Re-IdentificationCode1
3D Shape Temporal Aggregation for Video-Based Clothing-Change Person Re-IdenticationCode1
FPB: Feature Pyramid Branch for Person Re-IdentificationCode1
PAMTRI: Pose-Aware Multi-Task Learning for Vehicle Re-Identification Using Highly Randomized Synthetic DataCode1
Deep Learning for Person Re-identification: A Survey and OutlookCode1
Pyramid Spatial-Temporal Aggregation for Video-Based Person Re-IdentificationCode1
SimMC: Simple Masked Contrastive Learning of Skeleton Representations for Unsupervised Person Re-IdentificationCode1
Weakly supervised discriminative feature learning with state information for person 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