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 226–250 of 341 papers

Title	Date	Tasks	Status
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks	Aug 17, 2017	Feature CompressionObject	—Unverified
Pixel-wise object tracking	Nov 20, 2017	ObjectObject Tracking	—Unverified
Efficient Adversarial Attacks for Visual Object Tracking	Aug 1, 2020	GPUObject	—Unverified
Effective Fusion of Deep Multitasking Representations for Robust Visual Tracking	Apr 3, 2020	Object TrackingSemantic Segmentation	—Unverified
Progressive Scaling Visual Object Tracking	May 26, 2025	ObjectObject Tracking	—Unverified
Progressive Unsupervised Learning for Visual Object Tracking	Jun 19, 2021	Contrastive LearningObject	—Unverified
DreamTrack: Dreaming the Future for Multimodal Visual Object Tracking	Jan 1, 2025	Object TrackingTemplate Matching	—Unverified
DMV: Visual Object Tracking via Part-level Dense Memory and Voting-based Retrieval	Mar 20, 2020	Object TrackingRetrieval	—Unverified
Pyramid Correlation based Deep Hough Voting for Visual Object Tracking	Oct 15, 2021	Object Trackingregression	—Unverified
Quadruplet Network with One-Shot Learning for Fast Visual Object Tracking	May 19, 2017	Object TrackingOne-Shot Learning	—Unverified
Distractor-aware Event-based Tracking	Oct 22, 2023	ObjectObject Tracking	—Unverified
Reading Relevant Feature from Global Representation Memory for Visual Object Tracking	Feb 22, 2024	Object TrackingVisual Object Tracking	—Unverified
Real-Time Visual Object Tracking via Few-Shot Learning	Mar 18, 2021	Few-Shot LearningObject	—Unverified
Two stages for visual object tracking	Apr 28, 2021	Image SegmentationObject	—Unverified
Discussion among Different Methods of Updating Model Filter in Object Tracking	Nov 21, 2017	ObjectObject Tracking	—Unverified
Rethinking Convolutional Features in Correlation Filter Based Tracking	Dec 30, 2019	feature selectionObject Tracking	—Unverified
Discriminative Scale Space Tracking	Sep 20, 2016	Object TrackingVisual Object Tracking	—Unverified
0/1 Deep Neural Networks via Block Coordinate Descent	Jun 19, 2022	10-shot image generation	—Unverified
DIMBA: Discretely Masked Black-Box Attack in Single Object Tracking	Jul 17, 2022	Adversarial AttackMiscellaneous	—Unverified
DeTrack: In-model Latent Denoising Learning for Visual Object Tracking	Jan 5, 2025	DenoisingObject Tracking	—Unverified
Robust compressive tracking via online weighted multiple instance learning	Jun 14, 2024	Multiple Instance LearningObject Tracking	—Unverified
Adapting SAM 2 for Visual Object Tracking: 1st Place Solution for MMVPR Challenge Multi-Modal Tracking	May 23, 2025	ObjectObject Tracking	—Unverified
ACTrack: Adding Spatio-Temporal Condition for Visual Object Tracking	Feb 27, 2024	ObjectObject Tracking	—Unverified
Robust Visual Object Tracking with Two-Stream Residual Convolutional Networks	May 13, 2020	Object TrackingVisual Object Tracking	—Unverified
Depth-only Object Tracking	Oct 22, 2021	ObjectObject Tracking	—Unverified

Show:10 25 50

← PrevPage 10 of 14Next →

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