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

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Showing 1101–1125 of 1488 papers

Title	Date	Tasks	Status	Hype
Person Re-identification with Metric Learning using Privileged Information	Apr 10, 2019	Decision MakingMetric Learning	—Unverified	0
Foreground-aware Pyramid Reconstruction for Alignment-free Occluded Person Re-identification	Apr 10, 2019	Occluded Person Re-IdentificationPerson Re-Identification	—Unverified	0
Convolutional Temporal Attention Model for Video-based Person Re-identification	Apr 9, 2019	Person Re-IdentificationSemantic Segmentation	—Unverified	0
Weakly Supervised Person Re-Identification	Apr 8, 2019	Multi-Label LearningPerson Re-Identification	—Unverified	0
Weakly Supervised Person Re-ID: Differentiable Graphical Learning and A New Benchmark	Apr 8, 2019	Person Re-IdentificationPseudo Label	CodeCode Available	1
Adaptively Connected Neural Networks	Apr 7, 2019	Document ClassificationImage Classification	CodeCode Available	0
Progressive Pose Attention Transfer for Person Image Generation	Apr 6, 2019	Generative Adversarial NetworkImage Generation	CodeCode Available	1
Re-Identification Supervised Texture Generation	Apr 6, 2019	Person Re-IdentificationTexture Synthesis	—Unverified	0
A Novel Unsupervised Camera-aware Domain Adaptation Framework for Person Re-identification	Apr 6, 2019	Domain AdaptationPerson Re-Identification	—Unverified	0
Relation-Aware Global Attention for Person Re-identification	Apr 5, 2019	ClusteringImage Classification	CodeCode Available	0
Learning Context Graph for Person Search	Apr 3, 2019	Graph LearningPerson Re-Identification	—Unverified	0
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification	Apr 3, 2019	Domain AdaptationDomain Adaptive Person Re-Identification	CodeCode Available	0
Cross-Entropy Adversarial View Adaptation for Person Re-identification	Apr 3, 2019	Person Re-Identification	—Unverified	0
CANU-ReID: A Conditional Adversarial Network for Unsupervised person Re-IDentification	Apr 2, 2019	ClusteringDomain Adaptation	—Unverified	0
Perceive Where to Focus: Learning Visibility-aware Part-level Features for Partial Person Re-identification	Apr 1, 2019	Person Re-Identification	CodeCode Available	0
Pedestrian re-identification based on Tree branch network with local and global learning	Mar 31, 2019	Person Re-Identification	—Unverified	0
Person Re-identification with Bias-controlled Adversarial Training	Mar 30, 2019	Person Re-Identification	—Unverified	0
Few-Shot Deep Adversarial Learning for Video-based Person Re-identification	Mar 29, 2019	Person Re-IdentificationTime Series	—Unverified	0
GAN-based Pose-aware Regulation for Video-based Person Re-identification	Mar 27, 2019	Person Re-IdentificationVideo-Based Person Re-Identification	—Unverified	0
Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification	Mar 23, 2019	ClassificationGeneral Classification	CodeCode Available	0
Bag of Tricks and A Strong Baseline for Deep Person Re-identification	Mar 17, 2019	Person Re-Identification	CodeCode Available	2
STNReID : Deep Convolutional Networks with Pairwise Spatial Transformer Networks for Partial Person Re-identification	Mar 17, 2019	Person Re-Identification	—Unverified	0
Unsupervised Person Re-identification by Soft Multilabel Learning	Mar 15, 2019	Person Re-IdentificationUnsupervised Person Re-Identification	CodeCode Available	0
Inserting Videos into Videos	Mar 15, 2019	ObjectObject Tracking	—Unverified	0
Learning Feature Aggregation in Temporal Domain for Re-Identification	Mar 12, 2019	Person Re-IdentificationVehicle Re-Identification	—Unverified	0

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All datasets Market-1501 DukeMTMC-reID MSMT17 Occluded-DukeMTMC Market-1501-C CUHK03 detected CUHK03 labeled MARS CUHK03 LTCC PRCC PRID2011

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	st-ReID(RE, RK)	Rank-1	98	—	Unverified
2	SSKD(GH)	Rank-1	97.36	—	Unverified
3	CLIP-ReID+Pose2ID (no RK)	Rank-1	97.3	—	Unverified
4	SOLIDER +UFFM+AMC	Rank-1	97	—	Unverified
5	Unsupervised Pre-training (ResNet101+MGN)	Rank-1	97	—	Unverified
6	RGT&RGPR (RK)	Rank-1	96.9	—	Unverified
7	SOLIDER	Rank-1	96.9	—	Unverified
8	LightMBN (RR)	Rank-1	96.8	—	Unverified
9	Viewpoint-Aware Loss(RK)	Rank-1	96.79	—	Unverified
10	TransReID-SSL (ViT-B w/o RK)	Rank-1	96.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DenseIL	mAP	97.1	—	Unverified
2	CTL Model (ResNet50, 256x128)	mAP	96.1	—	Unverified
3	BPBreID (RK)	mAP	92.9	—	Unverified
4	Unsupervised Pre-training (ResNet101+RK)	mAP	92.77	—	Unverified
5	RGT&RGPR (RK)	mAP	92.7	—	Unverified
6	st-ReID(RE, RK,Cam)	mAP	92.7	—	Unverified
7	Viewpoint-Aware Loss(RK)	mAP	91.8	—	Unverified
8	LDS (ResNet50 + RK)	mAP	91	—	Unverified
9	Adaptive L2 Regularization (with re-ranking)	mAP	90.7	—	Unverified
10	FlipReID (with re-ranking)	mAP	90.7	—	Unverified