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 51–75 of 341 papers

Title	Date	Tasks	Status	Hype
HIPTrack: Visual Tracking with Historical Prompts	Nov 3, 2023	Visual Object TrackingVisual Tracking	CodeCode Available	1
AiATrack: Attention in Attention for Transformer Visual Tracking	Jul 20, 2022	Object TrackingVideo Object Tracking	CodeCode Available	1
Mobile Vision Transformer-based Visual Object Tracking	Sep 11, 2023	GPUObject	CodeCode Available	1
Multi-modal Visual Tracking: Review and Experimental Comparison	Dec 8, 2020	Object TrackingRgb-T Tracking	CodeCode Available	1
Backbone is All Your Need: A Simplified Architecture for Visual Object Tracking	Mar 10, 2022	AllObject Tracking	CodeCode Available	1
AAA: Adaptive Aggregation of Arbitrary Online Trackers with Theoretical Performance Guarantee	Sep 19, 2020	DeblurringObject Tracking	CodeCode Available	1
One-Shot Video Object Segmentation	Nov 16, 2016	Foreground SegmentationObject	CodeCode Available	1
Compact Transformer Tracker with Correlative Masked Modeling	Jan 26, 2023	DecoderObject Tracking	CodeCode Available	1
Learning Spatial-Frequency Transformer for Visual Object Tracking	Aug 18, 2022	ObjectObject Tracking	CodeCode Available	1
Improving Visual Object Tracking through Visual Prompting	Sep 27, 2024	Object	CodeCode Available	1
PVT++: A Simple End-to-End Latency-Aware Visual Tracking Framework	Nov 21, 2022	Object TrackingVisual Object Tracking	CodeCode Available	1
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and Segmentation	Aug 25, 2023	ObjectObject Tracking	CodeCode Available	1
How to Train Your Energy-Based Model for Regression	May 4, 2020	object-detectionObject Detection	CodeCode Available	1
Improving Underwater Visual Tracking With a Large Scale Dataset and Image Enhancement	Aug 30, 2023	Image EnhancementObject 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
Learning Spatio-Temporal Transformer for Visual Tracking	Mar 31, 2021	DecoderObject Tracking	CodeCode Available	1
Few-Shot Backdoor Attacks on Visual Object Tracking	Jan 31, 2022	Autonomous DrivingBackdoor Attack	CodeCode Available	1
Generalized Relation Modeling for Transformer Tracking	Mar 29, 2023	RelationVisual Object Tracking	CodeCode Available	1
Energy-Based Models for Deep Probabilistic Regression	Sep 26, 2019	Head Pose Estimationobject-detection	CodeCode Available	1
Deformable Siamese Attention Networks for Visual Object Tracking	Apr 14, 2020	ObjectObject Tracking	CodeCode Available	1
Tracking-by-Trackers with a Distilled and Reinforced Model	Jul 8, 2020	Knowledge DistillationObject Tracking	CodeCode Available	1
Exploring Fusion Strategies for Accurate RGBT Visual Object Tracking	Jan 21, 2022	ObjectObject Tracking	CodeCode Available	1
FEAR: Fast, Efficient, Accurate and Robust Visual Tracker	Dec 15, 2021	Visual Object Tracking	CodeCode Available	1
Deep Convolutional Neural Networks for Thermal Infrared Object Tracking	Oct 15, 2017	ObjectObject Tracking	CodeCode Available	1
Global Instance Tracking: Locating Target More Like Humans	Feb 26, 2022	Visual Object TrackingVisual Tracking	CodeCode Available	1

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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