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
Towards Low-Latency Event Stream-based Visual Object Tracking: A Slow-Fast Approach	May 19, 2025	Knowledge DistillationObject Tracking	CodeCode Available
ECO: Efficient Convolution Operators for Tracking	Nov 28, 2016	CPUDiversity	CodeCode Available
ATOM: Accurate Tracking by Overlap Maximization	Nov 19, 2018	General ClassificationObject Tracking	CodeCode Available
Distractor-aware Siamese Networks for Visual Object Tracking	Aug 18, 2018	Incremental LearningObject	CodeCode Available
Discriminative Correlation Filter with Channel and Spatial Reliability	Nov 25, 2016	CPUVisual Object Tracking	CodeCode Available
Discriminative and Robust Online Learning for Siamese Visual Tracking	Sep 6, 2019	Object TrackingVisual Object Tracking	CodeCode Available
DiffusionTrack: Point Set Diffusion Model for Visual Object Tracking	Jan 1, 2024	DenoisingObject Tracking	CodeCode Available
An equalised global graphical model-based approach for multi-camera object tracking	Feb 12, 2015	ObjectObject Tracking	CodeCode Available
Ground-truth or DAER: Selective Re-query of Secondary Information	Sep 16, 2020	Object TrackingScene Classification	CodeCode Available
Reliable Object Tracking by Multimodal Hybrid Feature Extraction and Transformer-Based Fusion	May 28, 2024	ObjectObject Tracking	CodeCode Available
Need for Speed: A Benchmark for Higher Frame Rate Object Tracking	Mar 17, 2017	Object TrackingVisual Object Tracking	CodeCode Available
D3S -- A Discriminative Single Shot Segmentation Tracker	Nov 20, 2019	ObjectObject Tracking	CodeCode Available
Robust Estimation of Similarity Transformation for Visual Object Tracking	Dec 14, 2017	ObjectObject Tracking	CodeCode Available
Siamese Natural Language Tracker: Tracking by Natural Language Descriptions with Siamese Trackers	Dec 4, 2019	GPUObject Tracking	CodeCode Available
Adversarial Attack for RGB-Event based Visual Object Tracking	Apr 19, 2025	Adversarial AttackObject Tracking	CodeCode Available
Multiple Object Tracking with Kernelized Correlation Filters in Urban Mixed Traffic	Nov 8, 2016	Multiple Object TrackingObject	CodeCode Available
Robust Visual Tracking using Multi-Frame Multi-Feature Joint Modeling	Nov 19, 2018	Multi-Task LearningMULTI-VIEW LEARNING	CodeCode Available
Rotation Adaptive Visual Object Tracking with Motion Consistency	Sep 18, 2017	feature selectionObject	CodeCode Available
Multiple Context Features in Siamese Networks for Visual Object Tracking	Sep 1, 2018	Object TrackingVisual Object Tracking	CodeCode Available
Tracking Skiers from the Top to the Bottom	Dec 15, 2023	Object TrackingVisual Object Tracking	CodeCode Available
Multi-hierarchical Independent Correlation Filters for Visual Tracking	Nov 26, 2018	Motion EstimationObject Tracking	CodeCode Available
Learning Discriminative Model Prediction for Tracking	Apr 15, 2019	modelObject Tracking	CodeCode Available
LRR: Language-Driven Resamplable Continuous Representation against Adversarial Tracking Attacks	Apr 9, 2024	ObjectObject Tracking	CodeCode Available
Long-Term Visual Object Tracking Benchmark	Dec 4, 2017	ObjectObject Tracking	CodeCode Available
Local Perception-Aware Transformer for Aerial Tracking	Aug 1, 2022	Inductive BiasObject Tracking	CodeCode Available
LightTrack: A Generic Framework for Online Top-Down Human Pose Tracking	May 7, 2019	Object TrackingPose Estimation	CodeCode Available
SegFlow: Joint Learning for Video Object Segmentation and Optical Flow	Sep 20, 2017	Image SegmentationObject	CodeCode Available
Learning Video Object Segmentation from Static Images	Dec 8, 2016	Instance SegmentationObject	CodeCode Available
Semi-Automatic Annotation For Visual Object Tracking	Jan 18, 2021	Incremental LearningObject	CodeCode Available
Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking	Mar 23, 2018	Video Object TrackingVisual Object Tracking	CodeCode Available
Learning Spatial-Aware Regressions for Visual Tracking	Jun 22, 2017	regressionVisual Object Tracking	CodeCode Available
Kernel learning for visual perception	Dec 6, 2019	Activity RecognitionHuman Activity Recognition	CodeCode Available
Kernalised Multi-resolution Convnet for Visual Tracking	Aug 2, 2017	Object TrackingVisual Object Tracking	CodeCode Available
Siamese Tracking with Lingual Object Constraints	Nov 23, 2020	ObjectObject Tracking	CodeCode Available
Joint Group Feature Selection and Discriminative Filter Learning for Robust Visual Object Tracking	Jul 30, 2019	channel selectionfeature selection	CodeCode Available
Implicit Equivariance in Convolutional Networks	Nov 28, 2021	Object TrackingVisual Object Tracking	CodeCode Available
Siam R-CNN: Visual Tracking by Re-Detection	Nov 28, 2019	Objectobject-detection	CodeCode Available
TrackPGD: Efficient Adversarial Attack using Object Binary Masks against Robust Transformer Trackers	Jul 4, 2024	Adversarial AttackAdversarial Robustness	CodeCode Available
High Performance Visual Tracking With Siamese Region Proposal Network	Jun 1, 2018	Object TrackingRegion Proposal	CodeCode Available
Training-Set Distillation for Real-Time UAV Object Tracking	Mar 11, 2020	CPUObject	CodeCode Available
CRVOS: Clue Refining Network for Video Object Segmentation	Feb 10, 2020	DecoderObject	CodeCode Available

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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	ARTrackV2-L	Accuracy	86.1	—	Unverified
7	MixViT-L(ConvMAE)	Accuracy	86.1	—	Unverified
8	SPMTrack-B	Accuracy	86.1	—	Unverified
9	ODTrack-L	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	LoRAT-L-378	AUC	0.73	—	Unverified
3	NeighborTrack-OSTrack	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