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 176–200 of 341 papers

Title	Date	Tasks	Status	Hype
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking	Mar 22, 2021	DecoderObject	CodeCode Available	1
Higher Performance Visual Tracking with Dual-Modal Localization	Mar 18, 2021	Object Trackingregression	—Unverified	0
Real-Time Visual Object Tracking via Few-Shot Learning	Mar 18, 2021	Few-Shot LearningObject	—Unverified	0
PatchNet -- Short-range Template Matching for Efficient Video Processing	Mar 10, 2021	Objectobject-detection	CodeCode Available	1
Phase Space Reconstruction Network for Lane Intrusion Action Recognition	Feb 22, 2021	Action RecognitionAutonomous Driving	—Unverified	0
SSTVOS: Sparse Spatiotemporal Transformers for Video Object Segmentation	Jan 21, 2021	Inductive BiasMotion Segmentation	CodeCode Available	1
All-Day Object Tracking for Unmanned Aerial Vehicle	Jan 21, 2021	AllCPU	CodeCode Available	1
Semi-Automatic Annotation For Visual Object Tracking	Jan 18, 2021	Incremental LearningObject	CodeCode Available	0
Temporally-Transferable Perturbations: Efficient, One-Shot Adversarial Attacks for Online Visual Object Trackers	Dec 30, 2020	Object TrackingVisual Object Tracking	—Unverified	0
Rotation Equivariant Siamese Networks for Tracking	Dec 24, 2020	2D Pose EstimationBenchmarking	CodeCode Available	1
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box Estimation	Dec 12, 2020	Object TrackingSemi-Supervised Video Object Segmentation	CodeCode Available	1
Multi-modal Visual Tracking: Review and Experimental Comparison	Dec 8, 2020	Object TrackingRgb-T Tracking	CodeCode Available	1
Learning to Fuse Asymmetric Feature Maps in Siamese Trackers	Dec 4, 2020	Video Object TrackingVisual Object Tracking	CodeCode Available	1
Is First Person Vision Challenging for Object Tracking?	Nov 24, 2020	Human-Object Interaction DetectionObject	—Unverified	0
Siamese Tracking with Lingual Object Constraints	Nov 23, 2020	ObjectObject Tracking	CodeCode Available	0
AOT: Appearance Optimal Transport Based Identity Swapping for Forgery Detection	Nov 5, 2020	Visual Object Tracking	—Unverified	0
Learning Spatio-Appearance Memory Network for High-Performance Visual Tracking	Sep 21, 2020	Object TrackingSegmentation	CodeCode Available	1
AAA: Adaptive Aggregation of Arbitrary Online Trackers with Theoretical Performance Guarantee	Sep 19, 2020	DeblurringObject Tracking	CodeCode Available	1
Ground-truth or DAER: Selective Re-query of Secondary Information	Sep 16, 2020	Object TrackingScene Classification	CodeCode Available	0
Hard Occlusions in Visual Object Tracking	Sep 10, 2020	ObjectObject Tracking	—Unverified	0
Visual Object Tracking by Segmentation with Graph Convolutional Network	Sep 5, 2020	ObjectObject Tracking	—Unverified	0
Learning Global Structure Consistency for Robust Object Tracking	Aug 26, 2020	ObjectObject Tracking	—Unverified	0
Learning Consistency Pursued Correlation Filters for Real-Time UAV Tracking	Aug 9, 2020	CPUObject Tracking	—Unverified	0
Integration of the 3D Environment for UAV Onboard Visual Object Tracking	Aug 6, 2020	3D ReconstructionObject	—Unverified	0
An Exploration of Target-Conditioned Segmentation Methods for Visual Object Trackers	Aug 3, 2020	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