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 51–60 of 341 papers

Title	Date	Tasks	Status	Hype
Reading Relevant Feature from Global Representation Memory for Visual Object Tracking	Feb 22, 2024	Object TrackingVisual Object Tracking	—Unverified	0
Spatio-temporal Prompting Network for Robust Video Feature Extraction	Feb 4, 2024	Instance Segmentationobject-detection	CodeCode Available	1
Correlation-Embedded Transformer Tracking: A Single-Branch Framework	Jan 23, 2024	Feature CorrelationObject Tracking	CodeCode Available	1
Unifying Visual and Vision-Language Tracking via Contrastive Learning	Jan 20, 2024	Contrastive LearningObject Tracking	CodeCode Available	1
Dense Optical Flow Estimation Using Sparse Regularizers from Reduced Measurements	Jan 12, 2024	Activity RecognitionMotion Estimation	—Unverified	0
Explicit Visual Prompts for Visual Object Tracking	Jan 6, 2024	ObjectObject Tracking	CodeCode Available	1
ODTrack: Online Dense Temporal Token Learning for Visual Tracking	Jan 3, 2024	Semi-Supervised Video Object SegmentationVideo Object Tracking	CodeCode Available	2
DiffusionTrack: Point Set Diffusion Model for Visual Object Tracking	Jan 1, 2024	DenoisingObject Tracking	CodeCode Available	0
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe	Dec 28, 2023	ObjectObject Tracking	CodeCode Available	2
X Modality Assisting RGBT Object Tracking	Dec 27, 2023	Knowledge DistillationObject	—Unverified	0

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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