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 351400 of 1488 papers

TitleStatusHype
Clothing-Change Feature Augmentation for Person Re-Identification0
Unsupervised Visible-Infrared Person Re-Identification via Progressive Graph Matching and Alternate LearningCode1
Visual Recognition-Driven Image Restoration for Multiple Degradation With Intrinsic Semantics Recovery0
Towards Modality-Agnostic Person Re-Identification With Descriptive QueryCode1
Good Is Bad: Causality Inspired Cloth-Debiasing for Cloth-Changing Person Re-IdentificationCode1
Event-Guided Person Re-Identification via Sparse-Dense Complementary Learning0
TOPLight: Lightweight Neural Networks With Task-Oriented Pretraining for Visible-Infrared Recognition0
An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing ConditionsCode1
Joint Discriminative and Metric Embedding Learning for Person Re-Identification0
DiP: Learning Discriminative Implicit Parts for Person Re-IdentificationCode0
Spatio-Visual Fusion-Based Person Re-Identification for Overhead Fisheye Images0
Human Co-Parsing Guided Alignment for Occluded Person Re-identificationCode1
Benchmarking person re-identification datasets and approaches for practical real-world implementationsCode0
A Brief Survey on Person Recognition at a Distance0
Feature Disentanglement Learning with Switching and Aggregation for Video-based Person Re-Identification0
Occluded Person Re-Identification via Relational Adaptive Feature Correction Learning0
Generalizable Person Re-Identification via Viewpoint Alignment and Fusion0
Learning Progressive Modality-shared Transformers for Effective Visible-Infrared Person Re-identificationCode1
Neighbour Consistency Guided Pseudo-Label Refinement for Unsupervised Person Re-Identification0
Attribute De-biased Vision Transformer (AD-ViT) for Long-Term Person Re-identificationCode0
Lifelong Person Re-Identification via Knowledge Refreshing and ConsolidationCode1
Dynamic Feature Pruning and Consolidation for Occluded Person Re-IdentificationCode1
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text LabelsCode2
GEFF: Improving Any Clothes-Changing Person ReID Model using Gallery Enrichment with Face FeaturesCode1
Confidence-guided Centroids for Unsupervised Person Re-Identification0
Transformer Based Multi-Grained Features for Unsupervised Person Re-IdentificationCode1
Ranking Aggregation with Interactive Feedback for Collaborative Person Re-identificationCode0
A Benchmark of Video-Based Clothes-Changing Person Re-IdentificationCode1
Invisible Backdoor Attack with Dynamic Triggers against Person Re-identificationCode0
Targeted Attention for Generalized- and Zero-Shot Learning0
Using Auxiliary Information for Person Re-Identification -- A Tutorial Overview0
Cross-Modality Transformer for Visible-Infrared Person Re-Identification0
DMRNet++: Learning Discriminative Features with Decoupled Networks and Enriched Pairs for One-Step Person Search0
MEVID: Multi-view Extended Videos with Identities for Video Person Re-IdentificationCode1
Generalizable Re-Identification from Videos with Cycle Association0
Camera Alignment and Weighted Contrastive Learning for Domain Adaptation in Video Person ReIDCode0
Body Part-Based Representation Learning for Occluded Person Re-IdentificationCode2
Sequential Transformer for End-to-End Person Search0
Deep Multimodal Fusion for Generalizable Person Re-identificationCode0
VID-Trans-ReID: Enhanced Video Transformers for Person Re-identificationCode1
PhysioGait: Context-Aware Physiological Context Modeling for Person Re-identification Attack on Wearable Sensing0
Unsupervised domain-adaptive person re-identification with multi-camera constraints0
Adaptive Cross-Domain Learning for Generalizable Person Re-Identification0
End-to-End Context-Aided Unicity Matching for Person Re-identification0
Domain generalization Person Re-identification on Attention-aware multi-operation strategery0
CLIP-Driven Fine-grained Text-Image Person Re-identificationCode1
Handling Label Uncertainty for Camera Incremental Person Re-Identification0
Augmented Dual-Contrastive Aggregation Learning for Unsupervised Visible-Infrared Person Re-IdentificationCode1
Parallel Augmentation and Dual Enhancement for Occluded Person Re-identificationCode1
Pyramidal Transformer with Conv-Patchify for Person Re-identificationCode0
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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