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 251–300 of 341 papers

Title	Date	Tasks	Status	Hype
CDTB: A Color and Depth Visual Object Tracking Dataset and Benchmark	Jul 1, 2019	BenchmarkingObject Tracking	—Unverified	0
Performance Evaluation Methodology for Long-Term Visual Object Tracking	Jun 19, 2019	BenchmarkingObject	—Unverified	0
Learning Rotation Adaptive Correlation Filters in Robust Visual Object Tracking	Jun 4, 2019	ObjectObject Tracking	—Unverified	0
LightTrack: A Generic Framework for Online Top-Down Human Pose Tracking	May 7, 2019	Object TrackingPose Estimation	CodeCode Available	0
Physical Adversarial Textures that Fool Visual Object Tracking	Apr 24, 2019	ObjectObject Tracking	—Unverified	0
Learning Discriminative Model Prediction for Tracking	Apr 15, 2019	modelObject Tracking	CodeCode Available	0
SPM-Tracker: Series-Parallel Matching for Real-Time Visual Object Tracking	Apr 9, 2019	GPUObject Tracking	—Unverified	0
Spatiotemporal CNN for Video Object Segmentation	Apr 4, 2019	ObjectSegmentation	CodeCode Available	0
SiamVGG: Visual Tracking using Deeper Siamese Networks	Feb 7, 2019	Object TrackingVisual Object Tracking	CodeCode Available	0
Deeper and Wider Siamese Networks for Real-Time Visual Tracking	Jan 7, 2019	Real-Time Visual TrackingVideo Object Tracking	CodeCode Available	1
SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks	Dec 31, 2018	TranslationVisual Object Tracking	CodeCode Available	1
Fast Online Object Tracking and Segmentation: A Unifying Approach	Dec 12, 2018	ObjectObject Tracking	CodeCode Available	2
Handcrafted and Deep Trackers: Recent Visual Object Tracking Approaches and Trends	Dec 6, 2018	Autonomous VehiclesObject Tracking	—Unverified	0
Multi-hierarchical Independent Correlation Filters for Visual Tracking	Nov 26, 2018	Motion EstimationObject Tracking	CodeCode Available	0
Robust Visual Tracking using Multi-Frame Multi-Feature Joint Modeling	Nov 19, 2018	Multi-Task LearningMULTI-VIEW LEARNING	CodeCode Available	0
ATOM: Accurate Tracking by Overlap Maximization	Nov 19, 2018	General ClassificationObject Tracking	CodeCode Available	0
Visual Object Tracking based on Adaptive Siamese and Motion Estimation Network	Sep 29, 2018	Motion EstimationObject Tracking	—Unverified	0
Efficient Counterfactual Learning from Bandit Feedback	Sep 10, 2018	Causal Inferencecounterfactual	—Unverified	0
Towards a Better Match in Siamese Network Based Visual Object Tracker	Sep 5, 2018	Visual Object Tracking	—Unverified	0
YouTube-VOS: Sequence-to-Sequence Video Object Segmentation	Sep 3, 2018	Image SegmentationObject	CodeCode Available	1
Multiple Context Features in Siamese Networks for Visual Object Tracking	Sep 1, 2018	Object TrackingVisual Object Tracking	CodeCode Available	0
Distractor-aware Siamese Networks for Visual Object Tracking	Aug 18, 2018	Incremental LearningObject	CodeCode Available	0
Learning to Update for Object Tracking with Recurrent Meta-learner	Jun 19, 2018	GPUMeta-Learning	—Unverified	0
Fast and Accurate Online Video Object Segmentation via Tracking Parts	Jun 6, 2018	Semantic SegmentationSemi-Supervised Video Object Segmentation	CodeCode Available	0
High Performance Visual Tracking With Siamese Region Proposal Network	Jun 1, 2018	Object TrackingRegion Proposal	CodeCode Available	0
Fast Video Object Segmentation by Reference-Guided Mask Propagation	Jun 1, 2018	DecoderObject	CodeCode Available	0
Visual Object Tracking: The Initialisation Problem	May 3, 2018	Image MattingMissing Labels	CodeCode Available	0
A Novel Low-cost FPGA-based Real-time Object Tracking System	Apr 16, 2018	CPUGPU	—Unverified	0
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning	Apr 9, 2018	Metric LearningObject	—Unverified	0
Context-aware Deep Feature Compression for High-speed Visual Tracking	Mar 28, 2018	DenoisingFeature Compression	CodeCode Available	0
Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking	Mar 23, 2018	Video Object TrackingVisual Object Tracking	CodeCode Available	0
Tracking Noisy Targets: A Review of Recent Object Tracking Approaches	Feb 9, 2018	Autonomous VehiclesObject Tracking	—Unverified	0
Saliency-Enhanced Robust Visual Tracking	Feb 8, 2018	object-detectionObject Detection	—Unverified	0
Efficient Video Object Segmentation via Network Modulation	Feb 4, 2018	ObjectSegmentation	CodeCode Available	0
Parallel Tracking and Verifying	Jan 30, 2018	Object TrackingVisual Object Tracking	—Unverified	0
Comparative Study of ECO and CFNet Trackers in Noisy Environment	Jan 29, 2018	Object TrackingVisual Object Tracking	—Unverified	0
Learning Hierarchical Features for Visual Object Tracking with Recursive Neural Networks	Jan 6, 2018	ObjectObject Tracking	—Unverified	0
Robust Estimation of Similarity Transformation for Visual Object Tracking	Dec 14, 2017	ObjectObject Tracking	CodeCode Available	0
Long-Term Visual Object Tracking Benchmark	Dec 4, 2017	ObjectObject Tracking	CodeCode Available	0
Discussion among Different Methods of Updating Model Filter in Object Tracking	Nov 21, 2017	ObjectObject Tracking	—Unverified	0
Pixel-wise object tracking	Nov 20, 2017	ObjectObject Tracking	—Unverified	0
A Survey on Hardware Implementations of Visual Object Trackers	Nov 7, 2017	Objectobject-detection	—Unverified	0
Deep Convolutional Neural Networks for Thermal Infrared Object Tracking	Oct 15, 2017	ObjectObject Tracking	CodeCode Available	1
Learning Dynamic Siamese Network for Visual Object Tracking	Oct 1, 2017	ObjectObject Tracking	—Unverified	0
SegFlow: Joint Learning for Video Object Segmentation and Optical Flow	Sep 20, 2017	Image SegmentationObject	CodeCode Available	0
Rotation Adaptive Visual Object Tracking with Motion Consistency	Sep 18, 2017	feature selectionObject	CodeCode Available	0
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks	Aug 17, 2017	Feature CompressionObject	—Unverified	0
Learning Policies for Adaptive Tracking with Deep Feature Cascades	Aug 9, 2017	CPUDecision Making	—Unverified	0
Patch-based adaptive weighting with segmentation and scale (PAWSS) for visual tracking	Aug 3, 2017	ObjectObject Tracking	—Unverified	0
Kernalised Multi-resolution Convnet for Visual Tracking	Aug 2, 2017	Object TrackingVisual Object Tracking	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