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 676700 of 1488 papers

TitleStatusHype
Neural Feature Search for RGB-Infrared Person Re-Identification0
Learning from Self-Discrepancy via Multiple Co-teaching for Cross-Domain Person Re-IdentificationCode1
Heuristics2Annotate: Efficient Annotation of Large-Scale Marathon Dataset For Bounding Box Regression0
A Video Is Worth Three Views: Trigeminal Transformers for Video-based Person Re-identification0
Graph Sampling Based Deep Metric Learning for Generalizable Person Re-Identification0
AAformer: Auto-Aligned Transformer for Person Re-Identification0
UAV-Human: A Large Benchmark for Human Behavior Understanding with Unmanned Aerial VehiclesCode1
DF^2AM: Dual-level Feature Fusion and Affinity Modeling for RGB-Infrared Cross-modality Person Re-identification0
Unsupervised Person Re-identification via Simultaneous Clustering and Consistency Learning0
Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition0
Spatiotemporal Transformer for Video-based Person Re-identification0
ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identificationCode1
Learning Domain Invariant Representations for Generalizable Person Re-Identification0
Cloth-Changing Person Re-identification from A Single Image with Gait Prediction and RegularizationCode1
Leaning Compact and Representative Features for Cross-Modality Person Re-IdentificationCode0
Disentanglement-based Cross-Domain Feature Augmentation for Effective Unsupervised Domain Adaptive Person Re-identification0
Lifelong Person Re-Identification via Adaptive Knowledge AccumulationCode1
Group-aware Label Transfer for Domain Adaptive Person Re-identificationCode1
Progressive and Aligned Pose Attention Transfer for Person Image GenerationCode1
Cluster Contrast for Unsupervised Person Re-IdentificationCode1
Intra-Inter Camera Similarity for Unsupervised Person Re-IdentificationCode1
Anchor-Free Person SearchCode1
Reference-Aided Part-Aligned Feature Disentangling for Video Person Re-Identification0
Unsupervised and self-adaptative techniques for cross-domain person re-identificationCode0
Sequential End-to-end Network for Efficient Person SearchCode1
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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