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 276–300 of 341 papers

Title	Date	Tasks	Status
Visual Object Tracking across Diverse Data Modalities: A Review	Dec 13, 2024	Object TrackingVisual Object Tracking	—Unverified
Single Object Tracking Research: A Survey	Apr 25, 2022	Objectobject-detection	—Unverified
Visual Object Tracking based on Adaptive Siamese and Motion Estimation Network	Sep 29, 2018	Motion EstimationObject Tracking	—Unverified
Visual Object Tracking by Segmentation with Graph Convolutional Network	Sep 5, 2020	ObjectObject Tracking	—Unverified
Visual Object Tracking in First Person Vision	Sep 27, 2022	Human-Object Interaction DetectionObject	—Unverified
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning	Apr 9, 2018	Metric LearningObject	—Unverified
Spectral Filter Tracking	Jul 18, 2017	Graph MatchingObject Tracking	—Unverified
SPM-Tracker: Series-Parallel Matching for Real-Time Visual Object Tracking	Apr 9, 2019	GPUObject Tracking	—Unverified
Beyond standard benchmarks: Parameterizing performance evaluation in visual object tracking	Dec 1, 2016	AttributeObject Tracking	—Unverified
SRRT: Exploring Search Region Regulation for Visual Object Tracking	Jul 10, 2022	Object TrackingVisual Object Tracking	—Unverified
Benchmarking Deep Trackers on Aerial Videos	Mar 24, 2021	AttributeBenchmarking	—Unverified
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation	Aug 1, 2022	ObjectOptical Flow Estimation	—Unverified
Visual Object Tracking on Multi-modal RGB-D Videos: A Review	Jan 23, 2022	BenchmarkingObject	—Unverified
BASE: Probably a Better Approach to Multi-Object Tracking	Sep 21, 2023	Multi-Object TrackingObject	—Unverified
BackTrack: Robust template update via Backward Tracking of candidate template	Aug 21, 2023	Object TrackingVisual Object Tracking	—Unverified
AVisT: A Benchmark for Visual Object Tracking in Adverse Visibility	Aug 14, 2022	Object TrackingVisual Object Tracking	—Unverified
Autoregressive Sequential Pretraining for Visual Tracking	Jan 1, 2025	ObjectObject Tracking	—Unverified
Visual object tracking performance measures revisited	Feb 20, 2015	ObjectObject Tracking	—Unverified
Real-time Visual Object Tracking with Natural Language Description	Jul 26, 2019	GPUObject	—Unverified
Autoregressive Queries for Adaptive Tracking with Spatio-TemporalTransformers	Mar 15, 2024	Visual Object TrackingVisual Tracking	—Unverified
Temporally-Transferable Perturbations: Efficient, One-Shot Adversarial Attacks for Online Visual Object Trackers	Dec 30, 2020	Object TrackingVisual Object Tracking	—Unverified
10,000+ Times Accelerated Robust Subset Selection (ARSS)	Sep 12, 2014	10-shot image generationAction Recognition	—Unverified
Towards a Better Match in Siamese Network Based Visual Object Tracker	Sep 5, 2018	Visual Object Tracking	—Unverified
Towards Efficient Training with Negative Samples in Visual Tracking	Sep 6, 2023	Object TrackingVisual Object Tracking	—Unverified
AttTrack: Online Deep Attention Transfer for Multi-object Tracking	Oct 16, 2022	Autonomous DrivingDeep Attention	—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