Visual Object Tracking

Visual Object Tracking is an important research topic in computer vision, image understanding and pattern recognition. Given the initial state (centre location and scale) of a target in the first frame of a video sequence, the aim of Visual Object Tracking is to automatically obtain the states of the object in the subsequent video frames.

Source: Learning Adaptive Discriminative Correlation Filters via Temporal Consistency Preserving Spatial Feature Selection for Robust Visual Object Tracking

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–341 of 341 papers

Title	Date	Tasks	Status
Visual Object Tracking with Discriminative Filters and Siamese Networks: A Survey and Outlook	Dec 6, 2021	Object TrackingSurvey	—Unverified
A Survey on Hardware Implementations of Visual Object Trackers	Nov 7, 2017	Objectobject-detection	—Unverified
Towards real-time and energy efficient Siamese tracking -- a hardware-software approach	May 21, 2022	Object TrackingVisual Object Tracking	—Unverified
A Survey for Deep RGBT Tracking	Jan 23, 2022	Object TrackingSurvey	—Unverified
AOT: Appearance Optimal Transport Based Identity Swapping for Forgery Detection	Nov 5, 2020	Visual Object Tracking	—Unverified
A Novel Low-cost FPGA-based Real-time Object Tracking System	Apr 16, 2018	CPUGPU	—Unverified
Is First Person Vision Challenging for Object Tracking?	Nov 24, 2020	Human-Object Interaction DetectionObject	—Unverified
Integration of the 3D Environment for UAV Onboard Visual Object Tracking	Aug 6, 2020	3D ReconstructionObject	—Unverified
An Exploration of Target-Conditioned Segmentation Methods for Visual Object Trackers	Aug 3, 2020	Object TrackingSegmentation	—Unverified
Tracking by 3D Model Estimation of Unknown Objects in Videos	Apr 13, 2023	ObjectObject Tracking	—Unverified
An Experimental Survey on Correlation Filter-based Tracking	Sep 18, 2015	Object TrackingSurvey	—Unverified
Learning Consistency Pursued Correlation Filters for Real-Time UAV Tracking	Aug 9, 2020	CPUObject Tracking	—Unverified
Learning Dynamic Compact Memory Embedding for Deformable Visual Object Tracking	Nov 23, 2021	Object TrackingSegmentation	—Unverified
Learning Dynamic Siamese Network for Visual Object Tracking	Oct 1, 2017	ObjectObject Tracking	—Unverified
Learning feed-forward one-shot learners	Jun 16, 2016	Object TrackingOne-Shot Learning	—Unverified
Learning Global Structure Consistency for Robust Object Tracking	Aug 26, 2020	ObjectObject Tracking	—Unverified
Learning Hierarchical Features for Visual Object Tracking with Recursive Neural Networks	Jan 6, 2018	ObjectObject Tracking	—Unverified
Instance-Level Video Segmentation From Object Tracks	Jun 1, 2016	ClusteringObject	—Unverified
Learning Mobile CNN Feature Extraction Toward Fast Computation of Visual Object Tracking	Apr 3, 2021	Object TrackingVisual Object Tracking	—Unverified
Learning Policies for Adaptive Tracking with Deep Feature Cascades	Aug 9, 2017	CPUDecision Making	—Unverified
Learning Rotation Adaptive Correlation Filters in Robust Visual Object Tracking	Jun 4, 2019	ObjectObject Tracking	—Unverified
An Efficient 3D CNN for Action/Object Segmentation in Video	Jul 21, 2019	Action SegmentationDecoder	—Unverified
Learning Spatial Distribution of Long-Term Trackers Scores	Aug 2, 2023	Object TrackingVisual Object Tracking	—Unverified
Infinite Latent Feature Selection: A Probabilistic Latent Graph-Based Ranking Approach	Jul 24, 2017	feature selectionObject Recognition	—Unverified
Tracking Noisy Targets: A Review of Recent Object Tracking Approaches	Feb 9, 2018	Autonomous VehiclesObject Tracking	—Unverified
High Performance Visual Object Tracking with Unified Convolutional Networks	Aug 26, 2019	ObjectObject Tracking	—Unverified
Learning Target Candidate Association to Keep Track of What Not to Track	Mar 30, 2021	Object TrackingVideo Object Tracking	—Unverified
Higher Performance Visual Tracking with Dual-Modal Localization	Mar 18, 2021	Object Trackingregression	—Unverified
Hierarchical Convolutional Features for Visual Tracking	Dec 1, 2015	Object RecognitionObject Tracking	—Unverified
Learning to Update for Object Tracking with Recurrent Meta-learner	Jun 19, 2018	GPUMeta-Learning	—Unverified
Weakly-Supervised Domain Adaptation of Deep Regression Trackers via Reinforced Knowledge Distillation	Mar 26, 2021	Domain AdaptationKnowledge Distillation	—Unverified
Leveraging the Power of Data Augmentation for Transformer-based Tracking	Sep 15, 2023	Data AugmentationObject Tracking	—Unverified
Tracking the Untrackable	Jul 17, 2020	Object TrackingVisual Object Tracking	—Unverified
X Modality Assisting RGBT Object Tracking	Dec 27, 2023	Knowledge DistillationObject	—Unverified
Effects of Blur and Deblurring to Visual Object Tracking	Aug 21, 2019	DeblurringImage Deblurring	—Unverified
Heteroskedastic Geospatial Tracking with Distributed Camera Networks	Jun 4, 2023	ObjectObject Tracking	—Unverified
Hard Occlusions in Visual Object Tracking	Sep 10, 2020	ObjectObject Tracking	—Unverified
An Accelerated Correlation Filter Tracker	Dec 5, 2019	BenchmarkingObject Tracking	—Unverified
Handcrafted and Deep Trackers: Recent Visual Object Tracking Approaches and Trends	Dec 6, 2018	Autonomous VehiclesObject Tracking	—Unverified
General Compression Framework for Efficient Transformer Object Tracking	Sep 26, 2024	Model CompressionObject	—Unverified
MITracker: Multi-View Integration for Visual Object Tracking	Feb 27, 2025	ObjectObject Tracking	—Unverified

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All datasets LaSOT GOT-10k TrackingNet LaSOT-ext OTB-2015 UAV123 TNL2K VOT2017/18 DiDi NeedForSpeed YouTube-VOS 2018 AVisT

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SPMTrack-G	AUC	77.4	—	Unverified
2	SPMTrack-L	AUC	76.8	—	Unverified
3	MCITrack-L384	AUC	76.6	—	Unverified
4	LoRAT-g-378	AUC	76.2	—	Unverified
5	MCITrack-B224	AUC	75.3	—	Unverified
6	DAM4SAM	AUC	75.1	—	Unverified
7	LoRAT-L-378	AUC	75.1	—	Unverified
8	SPMTrack-B	AUC	74.9	—	Unverified
9	RTracker-L	AUC	74.7	—	Unverified
10	SAMURAI-L	AUC	74.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAMURAI-L	Average Overlap	81.7	—	Unverified
2	DAM4SAM	Average Overlap	81.1	—	Unverified
3	SPMTrack-G	Average Overlap	81	—	Unverified
4	MITS	Average Overlap	80.4	—	Unverified
5	MCITrack-L384	Average Overlap	80	—	Unverified
6	SPMTrack-L	Average Overlap	80	—	Unverified
7	ARTrackV2-L	Average Overlap	79.5	—	Unverified
8	LoRAT-g-378	Average Overlap	78.9	—	Unverified
9	ARTrack-L	Average Overlap	78.5	—	Unverified
10	ODTrack-L	Average Overlap	78.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DropTrack	Normalized Precision	88.9	—	Unverified
2	MCITrack-L384	Accuracy	87.9	—	Unverified
3	SPMTrack-G	Accuracy	87.3	—	Unverified
4	SPMTrack-L	Accuracy	86.9	—	Unverified
5	MCITrack-B224	Accuracy	86.3	—	Unverified
6	ODTrack-L	Accuracy	86.1	—	Unverified
7	ARTrackV2-L	Accuracy	86.1	—	Unverified
8	SPMTrack-B	Accuracy	86.1	—	Unverified
9	MixViT-L(ConvMAE)	Accuracy	86.1	—	Unverified
10	LoRAT-g-378	Accuracy	86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAMURAI-L	AUC	61	—	Unverified
2	DAM4SAM	AUC	60.9	—	Unverified
3	LoRAT-L-378	AUC	56.6	—	Unverified
4	LoRAT-g-378	AUC	56.5	—	Unverified
5	UNINEXT-H	AUC	56.2	—	Unverified
6	MCITrack-L384	AUC	55.7	—	Unverified
7	RTracker-L	AUC	54.9	—	Unverified
8	MCITrack-B224	AUC	54.6	—	Unverified
9	ODTrack-L	AUC	53.9	—	Unverified
10	ARTrackV2-L	AUC	53.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GradNet	Precision	0.86	—	Unverified
2	SPMTrack-B	AUC	0.73	—	Unverified
3	ODTrack-L	AUC	0.72	—	Unverified
4	ODTrack-B	AUC	0.72	—	Unverified
5	STMTrack	AUC	0.72	—	Unverified
6	SAMURAI-L	AUC	0.72	—	Unverified
7	PiVOT-L	AUC	0.71	—	Unverified
8	HIPTrack	AUC	0.71	—	Unverified
9	KeepTrack	AUC	0.71	—	Unverified
10	TRASFUST	AUC	0.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LoRAT-g-378	AUC	0.74	—	Unverified
2	NeighborTrack-OSTrack	AUC	0.73	—	Unverified
3	LoRAT-L-378	AUC	0.73	—	Unverified
4	SPMTrack-B	AUC	0.72	—	Unverified
5	ARTrackV2-L	AUC	0.72	—	Unverified
6	ARTrack-L	AUC	0.71	—	Unverified
7	OSTrack -384	AUC	0.71	—	Unverified
8	AiATrack	AUC	0.71	—	Unverified
9	HIPTrack	AUC	0.71	—	Unverified
10	MixFormer	AUC	0.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MCITrack-L384	AUC	65.3	—	Unverified
2	SPMTrack-G	AUC	64.7	—	Unverified
3	SPMTrack-L	AUC	63.7	—	Unverified
4	MCITrack-B224	AUC	62.9	—	Unverified
5	LoRAT-g-378	AUC	62.7	—	Unverified
6	LoRAT-L-378	AUC	62.3	—	Unverified
7	SPMTrack-B	AUC	62	—	Unverified
8	ODTrack-L	AUC	61.7	—	Unverified
9	ARTrackV2-L	AUC	61.6	—	Unverified
10	ODTrack-B	AUC	60.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SiamMask_E	Expected Average Overlap (EAO)	0.45	—	Unverified
2	SiamFC++	Expected Average Overlap (EAO)	0.43	—	Unverified
3	SiamRPN++_R	Expected Average Overlap (EAO)	0.42	—	Unverified
4	THOR-SiamRPN	Expected Average Overlap (EAO)	0.42	—	Unverified
5	SiamRPN++	Expected Average Overlap (EAO)	0.41	—	Unverified
6	THOR-SiamMask	Expected Average Overlap (EAO)	0.41	—	Unverified