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
Graph Convolution for Re-ranking in Person Re-identificationCode1
SM-SGE: A Self-Supervised Multi-Scale Skeleton Graph Encoding Framework for Person Re-IdentificationCode1
Discover Cross-Modality Nuances for Visible-Infrared Person Re-IdentificationCode1
Exploring Visual Context for Weakly Supervised Person SearchCode1
Unsupervised Person Re-identification via Multi-Label Prediction and Classification based on Graph-Structural InsightCode1
Person Re-Identification with a Locally Aware TransformerCode1
Multi-Level Graph Encoding with Structural-Collaborative Relation Learning for Skeleton-Based Person Re-IdentificationCode1
Large-Scale Spatio-Temporal Person Re-identification: Algorithms and BenchmarkCode1
DeepChange: A Large Long-Term Person Re-Identification Benchmark with Clothes ChangeCode1
TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identificationCode1
Deep High-Resolution Representation Learning for Cross-Resolution Person Re-identificationCode1
Video-based Person Re-identification without Bells and WhistlesCode1
FlipReID: Closing the Gap between Training and Inference in Person Re-IdentificationCode1
Learning Multi-Granular Hypergraphs for Video-Based Person Re-IdentificationCode1
Learning Multi-Attention Context Graph for Group-Based Re-IdentificationCode1
On the Unreasonable Effectiveness of Centroids in Image RetrievalCode1
Unsupervised Multi-Source Domain Adaptation for Person Re-IdentificationCode1
Hazy Re-ID: An Interference Suppression Model For Domain Adaptation Person Re-identification Under Inclement Weather ConditionCode1
Solving Inefficiency of Self-supervised Representation LearningCode1
Graph-based Person Signature for Person Re-IdentificationsCode1
Farewell to Mutual Information: Variational Distillation for Cross-Modal Person Re-IdentificationCode1
Incremental Generative Occlusion Adversarial Suppression Network for Person ReIDCode1
Learning from Self-Discrepancy via Multiple Co-teaching for Cross-Domain Person Re-IdentificationCode1
UAV-Human: A Large Benchmark for Human Behavior Understanding with Unmanned Aerial VehiclesCode1
ICE: Inter-instance Contrastive Encoding for Unsupervised 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
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