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
Learning With Twin Noisy Labels for Visible-Infrared Person Re-IdentificationCode1
Less is More: Learning from Synthetic Data with Fine-grained Attributes for Person Re-IdentificationCode1
DeepChange: A Long-Term Person Re-Identification Benchmark with Clothes ChangeCode1
Lifelong Person Re-Identification via Knowledge Refreshing and ConsolidationCode1
CHIRLA: Comprehensive High-resolution Identification and Re-identification for Large-scale AnalysisCode1
Deep Cosine Metric Learning for Person Re-IdentificationCode1
Circle Loss: A Unified Perspective of Pair Similarity OptimizationCode1
Aerial-Ground Person Re-IDCode1
Cross-Platform Video Person ReID: A New Benchmark Dataset and Adaptation ApproachCode1
Masked Attribute Description Embedding for Cloth-Changing Person Re-identificationCode1
Mimic Embedding via Adaptive Aggregation: Learning Generalizable Person Re-identificationCode1
MEVID: Multi-view Extended Videos with Identities for Video Person Re-IdentificationCode1
CLIP-Driven Fine-grained Text-Image Person Re-identificationCode1
CLIP-Driven Semantic Discovery Network for Visible-Infrared Person Re-IdentificationCode1
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports DatasetCode1
CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for 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
Multi-direction and Multi-scale Pyramid in Transformer for Video-based Pedestrian RetrievalCode1
Multi-Level Graph Encoding with Structural-Collaborative Relation Learning for Skeleton-Based Person Re-IdentificationCode1
3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal PerspectiveCode1
AG-ReID.v2: Bridging Aerial and Ground Views for Person Re-identificationCode1
Cross-Camera Feature Prediction for Intra-Camera Supervised Person Re-identification across Distant ScenesCode1
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