Vehicle Re-Identification

Vehicle re-identification is the task of identifying the same vehicle across multiple cameras.

( Image credit: A Two-Stream Siamese Neural Network for Vehicle Re-Identification by Using Non-Overlapping Cameras )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 150 papers

Title	Date	Tasks	Status	Hype
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective	Aug 21, 2023	Person Re-IdentificationPerson Retrieval	—Unverified	0
Large-scale Fully-Unsupervised Re-Identification	Jul 26, 2023	ClusteringRe-Ranking	—Unverified	0
PATROL: Privacy-Oriented Pruning for Collaborative Inference Against Model Inversion Attacks	Jul 20, 2023	Collaborative InferenceVehicle Re-Identification	—Unverified	0
Unsupervised Vehicle Re-Identification Based on Cross-Style Semi-Supervised Pre-Training and Feature Cross-Division	Jul 3, 2023	Domain AdaptationPseudo Label	—Unverified	0
A Novel Dual-pooling Attention Module for UAV Vehicle Re-identification	Jun 25, 2023	Single Particle AnalysisTriplet	—Unverified	0
Multi-query Vehicle Re-identification: Viewpoint-conditioned Network, Unified Dataset and New Metric	May 25, 2023	Scene RecognitionVehicle Re-Identification	—Unverified	0
Flare-Aware Cross-modal Enhancement Network for Multi-spectral Vehicle Re-identification	May 23, 2023	Vehicle Re-Identification	CodeCode Available	1
Image-to-image domain adaptation for vehicle re-identification	Mar 30, 2023	Domain AdaptationGenerative Adversarial Network	—Unverified	0
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID	Mar 13, 2023	image-classificationImage Classification	CodeCode Available	1
SIVD: Dataset of Iranian Vehicles for Real-Time Multi-Camera Video Tracking and Recognition	Feb 22, 2023	Object TrackingVehicle Re-Identification	CodeCode Available	1
ConMAE: Contour Guided MAE for Unsupervised Vehicle Re-Identification	Feb 11, 2023	Self-Supervised LearningUnsupervised Vehicle Re-Identification	CodeCode Available	0
Self-supervised Geometric Features Discovery via Interpretable Attentio for Vehicle Re-Identification and Beyond (Complete Version)	Feb 5, 2023	Representation LearningSelf-Supervised Learning	CodeCode Available	0
Triplet Contrastive Representation Learning for Unsupervised Vehicle Re-identification	Jan 23, 2023	Contrastive LearningRepresentation Learning	CodeCode Available	0
Complete Solution for Vehicle Re-ID in Surround-view Camera System	Dec 8, 2022	Autonomous DrivingVehicle Re-Identification	—Unverified	0
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels	Nov 25, 2022	image-classificationImage Classification	CodeCode Available	2
Positive Pair Distillation Considered Harmful: Continual Meta Metric Learning for Lifelong Object Re-Identification	Oct 4, 2022	Knowledge DistillationMetric Learning	CodeCode Available	0
Synthehicle: Multi-Vehicle Multi-Camera Tracking in Virtual Cities	Aug 30, 2022	Depth EstimationMulti-Object Tracking	CodeCode Available	1
Enhanced Vehicle Re-identification for ITS: A Feature Fusion approach using Deep Learning	Aug 13, 2022	Vehicle Re-Identification	—Unverified	0
Multi-spectral Vehicle Re-identification with Cross-directional Consistency Network and a High-quality Benchmark	Aug 1, 2022	Vehicle Re-Identification	CodeCode Available	1
UFO: Unified Feature Optimization	Jul 21, 2022	Face RecognitionMulti-Task Learning	CodeCode Available	1
Scalable Vehicle Re-Identification via Self-Supervision	May 16, 2022	Computational EfficiencyVehicle Re-Identification	—Unverified	0
Discriminative-Region Attention and Orthogonal-View Generation Model for Vehicle Re-Identification	Apr 28, 2022	AttributeManagement	—Unverified	0
Global-Supervised Contrastive Loss and View-Aware-Based Post-Processing for Vehicle Re-Identification	Apr 17, 2022	AttributeVehicle Re-Identification	—Unverified	0
Self-aligned Spatial Feature Extraction Network for UAV Vehicle Re-identification	Jan 8, 2022	Vehicle Re-Identification	—Unverified	0
DVHN: A Deep Hashing Framework for Large-scale Vehicle Re-identification	Dec 9, 2021	Deep HashingPlaying the Game of 2048	—Unverified	0

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All datasets VeRi-776 VehicleID Small VehicleID Large VehicleID Medium VRAI test-dev VeRi-Wild Small VRAI test VeRi VeRi-Wild Large CityFlow VehicleID VeRi-Wild Medium

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MBR4B-LAI (w/ RK)	mAP	92.1	—	Unverified
2	RPTM	mAP	88	—	Unverified
3	A Strong Baseline	mAP	87.1	—	Unverified
4	MBR4B-LAI (without re-ranking)	mAP	86	—	Unverified
5	MBR4B (without re-ranking)	mAP	84.72	—	Unverified
6	CLIP-ReID (without re-ranking)	mAP	84.5	—	Unverified
7	VehicleNet	mAP	83.41	—	Unverified
8	ProNet++ (ResNet50)	mAP	83.4	—	Unverified
9	TransReID	mAP	82.3	—	Unverified
10	CA-Jaccard	mAP	81.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Recall@k Surrogate loss (ViT-B/16)	Rank-1	96.2	—	Unverified
2	Recall@k Surrogate loss (ResNet-50)	Rank-1	95.7	—	Unverified
3	RPTM	Rank-1	95.5	—	Unverified
4	PNP Loss	Rank-1	95.5	—	Unverified
5	Smooth-AP	Rank-1	94.9	—	Unverified
6	MBR-4B (without RK)	Rank-1	88.3	—	Unverified
7	ANet	Rank-1	87.9	—	Unverified
8	CLIP-ReID (without re-ranking)	Rank-1	85.5	—	Unverified
9	GiT	Rank1	84.65	—	Unverified
10	HPGN	Rank1	83.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Recall@k Surrogate loss (ViT-B/16)	Rank-1	94.7	—	Unverified
2	Recall@k Surrogate loss (ResNet-50)	Rank-1	93.8	—	Unverified
3	PNP Loss	Rank-1	93.2	—	Unverified
4	RPTM	Rank-1	92.9	—	Unverified
5	Smooth-AP	Rank-1	91.9	—	Unverified
6	ANet	Rank-1	80.5	—	Unverified
7	vehiclenet	Rank-1	79.46	—	Unverified
8	MSINet (2.3M w/o RK)	Rank-1	77.9	—	Unverified
9	CAL	Rank-1	75.1	—	Unverified
10	QD-DLF	mAP	68.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Recall@k Surrogate loss (ViT-B/16)	Rank-1	95.2	—	Unverified
2	Recall@k Surrogate loss (ResNet-50)	Rank-1	94.6	—	Unverified
3	PNP Loss	Rank-1	94.2	—	Unverified
4	RPTM	Rank-1	93.3	—	Unverified
5	Smooth-AP	Rank-1	93.3	—	Unverified
6	ANet	Rank-1	82.8	—	Unverified
7	vehiclenet	Rank-1	81.35	—	Unverified
8	CAL	Rank-1	78.2	—	Unverified
9	QD-DLF	mAP	74.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Baseline Model	MAP	0.78	—	Unverified
2	abu_0916	MAP	0.78	—	Unverified
3	Juice Lee	MAP	0.7	—	Unverified
4	nanggg	MAP	0.63	—	Unverified
5	asdf	MAP	0.62	—	Unverified
6	92	MAP	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MBR-4B (without RK)	Rank1	96.6	—	Unverified
2	ANet	Rank1	96.5	—	Unverified
3	ResNet50-IBN	mAP	73.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Baseline Model	MAP	0.79	—	Unverified
2	Juice Lee	MAP	0.69	—	Unverified
3	nanggg	MAP	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	vehiclenet	mAP	83.41	—	Unverified
2	VKD (ResVKD-50)	mAP	82.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ANet	mAP	75.9	—	Unverified
2	ResNet50-IBN	mAP	58.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	A Strong Baseline	mAP	61.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VehicleNet	Rank1	83.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ANet	Rank1	95.2	—	Unverified