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 151–175 of 341 papers

Title	Date	Tasks	Status	Hype
Explicitly Modeling the Discriminability for Instance-Aware Visual Object Tracking	Oct 28, 2021	Contrastive LearningObject Tracking	—Unverified	0
Depth-only Object Tracking	Oct 22, 2021	ObjectObject Tracking	—Unverified	0
Pyramid Correlation based Deep Hough Voting for Visual Object Tracking	Oct 15, 2021	Object Trackingregression	—Unverified	0
Multi-domain Collaborative Feature Representation for Robust Visual Object Tracking	Aug 10, 2021	Object TrackingVisual Object Tracking	—Unverified	0
Learning to Adversarially Blur Visual Object Tracking	Jul 26, 2021	ObjectObject Tracking	CodeCode Available	1
Do Different Tracking Tasks Require Different Appearance Models?	Jul 5, 2021	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	1
Progressive Unsupervised Learning for Visual Object Tracking	Jun 19, 2021	Contrastive LearningObject	—Unverified	0
EventZoom: Learning To Denoise and Super Resolve Neuromorphic Events	Jun 19, 2021	DenoisingImage Reconstruction	—Unverified	0
Associating Objects with Transformers for Video Object Segmentation	Jun 4, 2021	ObjectOne-shot visual object segmentation	CodeCode Available	1
SiamRCR: Reciprocal Classification and Regression for Visual Object Tracking	May 24, 2021	ClassificationObject	—Unverified	0
Contrastive Learning of Image Representations with Cross-Video Cycle-Consistency	May 13, 2021	Action RecognitionContrastive Learning	—Unverified	0
Two stages for visual object tracking	Apr 28, 2021	Image SegmentationObject	—Unverified	0
DeepMix: Online Auto Data Augmentation for Robust Visual Object Tracking	Apr 23, 2021	Data AugmentationObject	—Unverified	0
Continuity-Discrimination Convolutional Neural Network for Visual Object Tracking	Apr 18, 2021	ObjectObject Tracking	—Unverified	0
Learning Mobile CNN Feature Extraction Toward Fast Computation of Visual Object Tracking	Apr 3, 2021	Object TrackingVisual Object Tracking	—Unverified	0
STMTrack: Template-free Visual Tracking with Space-time Memory Networks	Apr 1, 2021	Video Object TrackingVisual Object Tracking	CodeCode Available	1
Target Transformed Regression for Accurate Tracking	Apr 1, 2021	regressionVisual Object Tracking	CodeCode Available	1
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity Perspective	Mar 31, 2021	Contrastive LearningObject	CodeCode Available	1
Towards More Flexible and Accurate Object Tracking with Natural Language: Algorithms and Benchmark	Mar 31, 2021	2kObject	CodeCode Available	1
Learning Spatio-Temporal Transformer for Visual Tracking	Mar 31, 2021	DecoderObject Tracking	CodeCode Available	1
Learning Target Candidate Association to Keep Track of What Not to Track	Mar 30, 2021	Object TrackingVideo Object Tracking	CodeCode Available	0
Transformer Tracking	Mar 29, 2021	GPUObject 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
Weakly-Supervised Domain Adaptation of Deep Regression Trackers via Reinforced Knowledge Distillation	Mar 26, 2021	Domain AdaptationKnowledge Distillation	—Unverified	0
Benchmarking Deep Trackers on Aerial Videos	Mar 24, 2021	AttributeBenchmarking	—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