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 201–250 of 341 papers

Title	Date	Tasks	Status	Hype
Self-supervised Object Tracking with Cycle-consistent Siamese Networks	Aug 3, 2020	ObjectObject Tracking	CodeCode Available	1
Efficient Adversarial Attacks for Visual Object Tracking	Aug 1, 2020	GPUObject	—Unverified	0
Tracking the Untrackable	Jul 17, 2020	Object TrackingVisual Object Tracking	—Unverified	0
Scale Equivariance Improves Siamese Tracking	Jul 17, 2020	Object TrackingTranslation	CodeCode Available	1
Correlation filter tracking with adaptive proposal selection for accurate scale estimation	Jul 14, 2020	Object TrackingVisual Object Tracking	—Unverified	0
Tracking-by-Trackers with a Distilled and Reinforced Model	Jul 8, 2020	Knowledge DistillationObject Tracking	CodeCode Available	1
Motion Prediction in Visual Object Tracking	Jul 1, 2020	Autonomous Drivingmotion prediction	—Unverified	0
Optimisation of a Siamese Neural Network for Real-Time Energy Efficient Object Tracking	Jul 1, 2020	Object TrackingVisual Object Tracking	—Unverified	0
Object Tracking through Residual and Dense LSTMs	Jun 22, 2020	ObjectObject Tracking	—Unverified	0
Ocean: Object-aware Anchor-free Tracking	Jun 18, 2020	ObjectVideo Object Tracking	CodeCode Available	1
Accurate Anchor Free Tracking	Jun 13, 2020	ObjectObject Tracking	—Unverified	0
Multiple-Vehicle Tracking in the Highway Using Appearance Model and Visual Object Tracking	Jun 12, 2020	Object TrackingVisual Object Tracking	—Unverified	0
Siamese Keypoint Prediction Network for Visual Object Tracking	Jun 7, 2020	ObjectObject Tracking	CodeCode Available	1
One-Shot Adversarial Attacks on Visual Tracking With Dual Attention	Jun 1, 2020	Adversarial AttackObject	—Unverified	0
D3S - A Discriminative Single Shot Segmentation Tracker	Jun 1, 2020	ObjectObject Tracking	—Unverified	0
AFAT: Adaptive Failure-Aware Tracker for Robust Visual Object Tracking	May 27, 2020	BenchmarkingObject Tracking	—Unverified	0
Robust Visual Object Tracking with Two-Stream Residual Convolutional Networks	May 13, 2020	Object TrackingVisual Object Tracking	—Unverified	0
TSDM: Tracking by SiamRPN++ with a Depth-refiner and a Mask-generator	May 8, 2020	Object TrackingVisual Object Tracking	CodeCode Available	1
How to Train Your Energy-Based Model for Regression	May 4, 2020	object-detectionObject Detection	CodeCode Available	1
Deformable Siamese Attention Networks for Visual Object Tracking	Apr 14, 2020	ObjectObject Tracking	CodeCode Available	1
Effective Fusion of Deep Multitasking Representations for Robust Visual Tracking	Apr 3, 2020	Object TrackingSemantic Segmentation	—Unverified	0
High-Performance Long-Term Tracking with Meta-Updater	Apr 1, 2020	Visual Object TrackingVisual Tracking	CodeCode Available	1
DMV: Visual Object Tracking via Part-level Dense Memory and Voting-based Retrieval	Mar 20, 2020	Object TrackingRetrieval	—Unverified	0
SiamSNN: Siamese Spiking Neural Networks for Energy-Efficient Object Tracking	Mar 17, 2020	image-classificationImage Classification	—Unverified	0
Training-Set Distillation for Real-Time UAV Object Tracking	Mar 11, 2020	CPUObject	CodeCode Available	0
CRVOS: Clue Refining Network for Video Object Segmentation	Feb 10, 2020	DecoderObject	CodeCode Available	0
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction	Dec 31, 2019	Generalization BoundsLearning Theory	CodeCode Available	1
Rethinking Convolutional Features in Correlation Filter Based Tracking	Dec 30, 2019	feature selectionObject Tracking	—Unverified	0
Kernel learning for visual perception	Dec 6, 2019	Activity RecognitionHuman Activity Recognition	CodeCode Available	0
An Accelerated Correlation Filter Tracker	Dec 5, 2019	BenchmarkingObject Tracking	—Unverified	0
Siamese Natural Language Tracker: Tracking by Natural Language Descriptions with Siamese Trackers	Dec 4, 2019	GPUObject Tracking	CodeCode Available	0
Siam R-CNN: Visual Tracking by Re-Detection	Nov 28, 2019	Objectobject-detection	CodeCode Available	0
D3S -- A Discriminative Single Shot Segmentation Tracker	Nov 20, 2019	ObjectObject Tracking	CodeCode Available	0
SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines	Nov 14, 2019	ClassificationGeneral Classification	CodeCode Available	1
On the Interaction Between Deep Detectors and Siamese Trackers in Video Surveillance	Oct 31, 2019	Change DetectionObject	—Unverified	0
SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking	Oct 19, 2019	Adversarial AttackObject Tracking	CodeCode Available	0
CDTB: A Color and Depth Visual Object Tracking Dataset and Benchmark	Oct 1, 2019	Object TrackingVisual Object Tracking	—Unverified	0
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing	Sep 30, 2019	ObjectOne-shot visual object segmentation	CodeCode Available	0
Energy-Based Models for Deep Probabilistic Regression	Sep 26, 2019	Head Pose Estimationobject-detection	CodeCode Available	1
GradNet: Gradient-Guided Network for Visual Object Tracking	Sep 15, 2019	ObjectObject Tracking	CodeCode Available	0
Discriminative and Robust Online Learning for Siamese Visual Tracking	Sep 6, 2019	Object TrackingVisual Object Tracking	CodeCode Available	0
High Performance Visual Object Tracking with Unified Convolutional Networks	Aug 26, 2019	ObjectObject Tracking	—Unverified	0
DomainSiam: Domain-Aware Siamese Network for Visual Object Tracking	Aug 21, 2019	image-classificationImage Classification	—Unverified	0
Effects of Blur and Deblurring to Visual Object Tracking	Aug 21, 2019	DeblurringImage Deblurring	—Unverified	0
Boundary Effect-Aware Visual Tracking for UAV with Online Enhanced Background Learning and Multi-Frame Consensus Verification	Aug 10, 2019	ObjectObject Tracking	CodeCode Available	0
Joint Group Feature Selection and Discriminative Filter Learning for Robust Visual Object Tracking	Jul 30, 2019	channel selectionfeature selection	CodeCode Available	0
Real-time Visual Object Tracking with Natural Language Description	Jul 26, 2019	GPUObject	—Unverified	0
Tracking Holistic Object Representations	Jul 21, 2019	DiversityObject	CodeCode Available	1
An Efficient 3D CNN for Action/Object Segmentation in Video	Jul 21, 2019	Action SegmentationDecoder	—Unverified	0
Fast Visual Object Tracking with Rotated Bounding Boxes	Jul 8, 2019	GPUObject	CodeCode Available	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