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 14011450 of 1488 papers

TitleStatusHype
Deep Transfer Learning for Person Re-identification0
Embedding Deep Metric for Person Re-identication A Study Against Large Variations0
Deep Learning Prototype Domains for Person Re-Identification0
Person Re-identification: Past, Present and Future0
A Siamese Long Short-Term Memory Architecture for Human Re-Identification0
Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification0
Temporal Model Adaptation for Person Re-Identification0
Person Re-identification for Real-world Surveillance Systems0
A Multi-task Deep Network for Person Re-identification0
Person Re-identification with Hyperspectral Multi-Camera Systems --- A Pilot Study0
Multi Channel-Kernel Canonical Correlation Analysis for Cross-View Person Re-Identification0
Continuous Adaptation of Multi-Camera Person Identification Models through Sparse Non-redundant Representative Selection0
End-to-End Comparative Attention Networks for Person Re-identification0
Deep Recurrent Convolutional Networks for Video-based Person Re-identification: An End-to-End Approach0
Deep Linear Discriminant Analysis on Fisher Networks: A Hybrid Architecture for Person Re-identification0
Similarity Learning With Spatial Constraints for Person Re-Identification0
Recurrent Convolutional Network for Video-Based Person Re-Identification0
Hierarchical Gaussian Descriptor for Person Re-Identification0
Improving Person Re-Identification via Pose-Aware Multi-Shot Matching0
Unsupervised Cross-Dataset Transfer Learning for Person Re-Identification0
Joint Learning of Single-Image and Cross-Image Representations for Person Re-Identification0
Person Re-Identification by Multi-Channel Parts-Based CNN With Improved Triplet Loss FunctionCode0
Joint Probabilistic Matching Using m-Best Solutions0
Deep Relative Distance Learning: Tell the Difference Between Similar Vehicles0
Sample-Specific SVM Learning for Person Re-Identification0
A Systematic Evaluation and Benchmark for Person Re-Identification: Features, Metrics, and DatasetsCode0
Generic Instance Search and Re-identification from One Example via Attributes and Categories0
Cross-Domain Visual Matching via Generalized Similarity Measure and Feature Learning0
Deep Attributes Driven Multi-Camera Person Re-identification0
Top-push Video-based Person Re-identification0
Learning Deep Feature Representations with Domain Guided Dropout for Person Re-identificationCode0
An Enhanced Deep Feature Representation for Person Re-identification0
DARI: Distance metric And Representation Integration for Person Verification0
Person Re-identification in the Wild0
Joint Detection and Identification Feature Learning for Person SearchCode0
Person Re-identification in Appearance Impaired Scenarios0
Learning a Discriminative Null Space for Person Re-identification0
Scalable Metric Learning via Weighted Approximate Rank Component Analysis0
PersonNet: Person Re-identification with Deep Convolutional Neural NetworksCode0
Person Re-Identification by Discriminative Selection in Video Ranking0
Multiregion Bilinear Convolutional Neural Networks for Person Re-IdentificationCode0
A Person Re-Identification System For Mobile Devices0
Deep Feature Learning with Relative Distance Comparison for Person Re-identification0
Scalable Person Re-Identification: A Benchmark0
Multi-Scale Learning for Low-Resolution Person Re-Identification0
Person Re-Identification With Discriminatively Trained Viewpoint Invariant Dictionaries0
Partial Person Re-Identification0
Efficient PSD Constrained Asymmetric Metric Learning for Person Re-Identification0
Multi-Task Learning With Low Rank Attribute Embedding for Person Re-Identification0
Person Re-Identification Ranking Optimisation by Discriminant Context Information Analysis0
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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