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 101–150 of 341 papers

Title	Date	Tasks	Status	Hype
ProContEXT: Exploring Progressive Context Transformer for Tracking	Oct 27, 2022	ObjectObject Tracking	CodeCode Available	1
AttTrack: Online Deep Attention Transfer for Multi-object Tracking	Oct 16, 2022	Autonomous DrivingDeep Attention	—Unverified	0
Trans2k: Unlocking the Power of Deep Models for Transparent Object Tracking	Oct 7, 2022	2kObject	CodeCode Available	1
Visual Object Tracking in First Person Vision	Sep 27, 2022	Human-Object Interaction DetectionObject	—Unverified	0
TCAM: Temporal Class Activation Maps for Object Localization in Weakly-Labeled Unconstrained Videos	Aug 30, 2022	ObjectObject Localization	CodeCode Available	0
RGBD1K: A Large-scale Dataset and Benchmark for RGB-D Object Tracking	Aug 21, 2022	Object TrackingVisual Object Tracking	CodeCode Available	1
Learning Spatial-Frequency Transformer for Visual Object Tracking	Aug 18, 2022	ObjectObject Tracking	CodeCode Available	1
AVisT: A Benchmark for Visual Object Tracking in Adverse Visibility	Aug 14, 2022	Object TrackingVisual Object Tracking	CodeCode Available	0
Towards Sequence-Level Training for Visual Tracking	Aug 11, 2022	Data AugmentationObject Tracking	CodeCode Available	1
BATMAN: Bilateral Attention Transformer in Motion-Appearance Neighboring Space for Video Object Segmentation	Aug 1, 2022	ObjectOptical Flow Estimation	—Unverified	0
Local Perception-Aware Transformer for Aerial Tracking	Aug 1, 2022	Inductive BiasObject Tracking	CodeCode Available	0
AiATrack: Attention in Attention for Transformer Visual Tracking	Jul 20, 2022	Object TrackingVideo Object Tracking	CodeCode Available	1
DIMBA: Discretely Masked Black-Box Attack in Single Object Tracking	Jul 17, 2022	Adversarial AttackMiscellaneous	—Unverified	0
Towards Grand Unification of Object Tracking	Jul 14, 2022	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	2
SRRT: Exploring Search Region Regulation for Visual Object Tracking	Jul 10, 2022	Object TrackingVisual Object Tracking	—Unverified	0
SiamMask: A Framework for Fast Online Object Tracking and Segmentation	Jul 5, 2022	Multiple Object TrackingObject	CodeCode Available	4
Towards Robust Video Object Segmentation with Adaptive Object Calibration	Jul 2, 2022	ObjectSegmentation	CodeCode Available	1
0/1 Deep Neural Networks via Block Coordinate Descent	Jun 19, 2022	10-shot image generation	—Unverified	0
Object Tracking Using Siamese Network-Based Reinforcement Learning	Jun 13, 2022	ObjectObject Tracking	—Unverified	0
Revealing the Dark Secrets of Masked Image Modeling	May 26, 2022	Depth EstimationDiversity	CodeCode Available	1
Towards real-time and energy efficient Siamese tracking -- a hardware-software approach	May 21, 2022	Object TrackingVisual Object Tracking	—Unverified	0
CoCoLoT: Combining Complementary Trackers in Long-Term Visual Tracking	May 9, 2022	Object TrackingVisual Object Tracking	—Unverified	0
Siamese Object Tracking for Unmanned Aerial Vehicle: A Review and Comprehensive Analysis	May 9, 2022	Object TrackingVisual Object Tracking	CodeCode Available	1
Transformer Tracking with Cyclic Shifting Window Attention	May 8, 2022	ObjectObject Tracking	CodeCode Available	1
A Bayesian Detect to Track System for Robust Visual Object Tracking and Semi-Supervised Model Learning	May 5, 2022	Object TrackingState Estimation	—Unverified	0
Single Object Tracking Research: A Survey	Apr 25, 2022	Objectobject-detection	—Unverified	0
Context-aware Visual Tracking with Joint Meta-updating	Apr 4, 2022	Meta-LearningObject Tracking	—Unverified	0
Unsupervised Learning of Accurate Siamese Tracking	Apr 4, 2022	Object TrackingVisual Object Tracking	CodeCode Available	1
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework	Mar 22, 2022	Object TrackingRelation	CodeCode Available	2
Robust Visual Tracking by Segmentation	Mar 21, 2022	DecoderObject Tracking	CodeCode Available	1
MixFormer: End-to-End Tracking with Iterative Mixed Attention	Mar 21, 2022	Semi-Supervised Video Object SegmentationVideo Object Tracking	CodeCode Available	2
Transforming Model Prediction for Tracking	Mar 21, 2022	Inductive Biasmodel	CodeCode Available	0
Efficient universal shuffle attack for visual object tracking	Mar 14, 2022	Adversarial AttackComputational Efficiency	—Unverified	0
Backbone is All Your Need: A Simplified Architecture for Visual Object Tracking	Mar 10, 2022	AllObject Tracking	CodeCode Available	1
Correlation-Aware Deep Tracking	Mar 3, 2022	Feature CorrelationObject Tracking	CodeCode Available	1
Global Instance Tracking: Locating Target More Like Humans	Feb 26, 2022	Visual Object TrackingVisual Tracking	CodeCode Available	1
Network Comparison Study of Deep Activation Feature Discriminability with Novel Objects	Feb 8, 2022	ObjectObject Tracking	—Unverified	0
Few-Shot Backdoor Attacks on Visual Object Tracking	Jan 31, 2022	Autonomous DrivingBackdoor Attack	CodeCode Available	1
You Only Demonstrate Once: Category-Level Manipulation from Single Visual Demonstration	Jan 30, 2022	3D Object TrackingIndustrial Robots	CodeCode Available	2
Visual Object Tracking on Multi-modal RGB-D Videos: A Review	Jan 23, 2022	BenchmarkingObject	—Unverified	0
A Survey for Deep RGBT Tracking	Jan 23, 2022	Object TrackingSurvey	—Unverified	0
Temporal Aggregation for Adaptive RGBT Tracking	Jan 22, 2022	Object TrackingVisual Object Tracking	CodeCode Available	1
Exploring Fusion Strategies for Accurate RGBT Visual Object Tracking	Jan 21, 2022	ObjectObject Tracking	CodeCode Available	1
A Discriminative Single-Shot Segmentation Network for Visual Object Tracking	Dec 22, 2021	ObjectObject Tracking	—Unverified	0
Efficient Visual Tracking with Exemplar Transformers	Dec 17, 2021	CPUObject Tracking	CodeCode Available	0
FEAR: Fast, Efficient, Accurate and Robust Visual Tracker	Dec 15, 2021	Visual Object Tracking	CodeCode Available	1
Visual Object Tracking with Discriminative Filters and Siamese Networks: A Survey and Outlook	Dec 6, 2021	Object TrackingSurvey	—Unverified	0
SwinTrack: A Simple and Strong Baseline for Transformer Tracking	Dec 2, 2021	Representation LearningVisual Object Tracking	CodeCode Available	1
Implicit Equivariance in Convolutional Networks	Nov 28, 2021	Object TrackingVisual Object Tracking	CodeCode Available	0
Learning Dynamic Compact Memory Embedding for Deformable Visual Object Tracking	Nov 23, 2021	Object TrackingSegmentation	—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