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 76–100 of 341 papers

Title	Date	Tasks	Status	Hype
Deep Convolutional Neural Networks for Thermal Infrared Object Tracking	Oct 15, 2017	ObjectObject Tracking	CodeCode Available	1
Learning Spatio-Temporal Transformer for Visual Tracking	Mar 31, 2021	DecoderObject Tracking	CodeCode Available	1
Deformable Siamese Attention Networks for Visual Object Tracking	Apr 14, 2020	ObjectObject Tracking	CodeCode Available	1
Energy-Based Models for Deep Probabilistic Regression	Sep 26, 2019	Head Pose Estimationobject-detection	CodeCode Available	1
Mamba-FETrack V2: Revisiting State Space Model for Frame-Event based Visual Object Tracking	Jun 30, 2025	MambaObject Tracking	CodeCode Available	1
Enhancing Nighttime UAV Tracking with Light Distribution Suppression	Sep 25, 2024	Object Trackingparameter estimation	CodeCode Available	1
Tracking-by-Trackers with a Distilled and Reinforced Model	Jul 8, 2020	Knowledge DistillationObject Tracking	CodeCode Available	1
IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object Tracking	Mar 27, 2021	Adversarial Attackimage-classification	CodeCode Available	1
NT-VOT211: A Large-Scale Benchmark for Night-time Visual Object Tracking	Oct 27, 2024	Object TrackingVideo Object Tracking	CodeCode Available	1
HIPTrack: Visual Tracking with Historical Prompts	Nov 3, 2023	Visual Object TrackingVisual Tracking	CodeCode Available	1
LoReTrack: Efficient and Accurate Low-Resolution Transformer Tracking	May 27, 2024	CPUKnowledge Distillation	CodeCode Available	1
How to Train Your Energy-Based Model for Regression	May 4, 2020	object-detectionObject Detection	CodeCode Available	1
Backbone is All Your Need: A Simplified Architecture for Visual Object Tracking	Mar 10, 2022	AllObject Tracking	CodeCode Available	1
AiATrack: Attention in Attention for Transformer Visual Tracking	Jul 20, 2022	Object TrackingVideo Object Tracking	CodeCode Available	1
Explicit Visual Prompts for Visual Object Tracking	Jan 6, 2024	ObjectObject Tracking	CodeCode Available	1
All-Day Object Tracking for Unmanned Aerial Vehicle	Jan 21, 2021	AllCPU	CodeCode Available	1
Do Different Tracking Tasks Require Different Appearance Models?	Jul 5, 2021	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	1
High-Performance Long-Term Tracking with Meta-Updater	Apr 1, 2020	Visual Object TrackingVisual Tracking	CodeCode Available	1
Improving Underwater Visual Tracking With a Large Scale Dataset and Image Enhancement	Aug 30, 2023	Image EnhancementObject Tracking	CodeCode Available	1
Cross-Drone Transformer Network for Robust Single Object Tracking	Jun 5, 2023	ObjectObject Tracking	CodeCode Available	1
Generalized Relation Modeling for Transformer Tracking	Mar 29, 2023	RelationVisual Object Tracking	CodeCode Available	1
Global Instance Tracking: Locating Target More Like Humans	Feb 26, 2022	Visual Object TrackingVisual Tracking	CodeCode Available	1
RGBD1K: A Large-scale Dataset and Benchmark for RGB-D Object Tracking	Aug 21, 2022	Object TrackingVisual Object Tracking	CodeCode Available	1
Improving Visual Object Tracking through Visual Prompting	Sep 27, 2024	Object	CodeCode Available	1
Correlation-Embedded Transformer Tracking: A Single-Branch Framework	Jan 23, 2024	Feature CorrelationObject Tracking	CodeCode Available	1

Show:10 25 50

← PrevPage 4 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