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 101–125 of 341 papers

Title	Date	Tasks	Status	Hype	Score
Rotation Equivariant Siamese Networks for Tracking	Dec 24, 2020	2D Pose EstimationBenchmarking	CodeCode Available	1	5
High-Performance Long-Term Tracking with Meta-Updater	Apr 1, 2020	Visual Object TrackingVisual Tracking	CodeCode Available	1	5
RTracker: Recoverable Tracking via PN Tree Structured Memory	Mar 28, 2024	Visual Object TrackingVisual Tracking	CodeCode Available	1	5
Cross-Drone Transformer Network for Robust Single Object Tracking	Jun 5, 2023	ObjectObject Tracking	CodeCode Available	1	5
Enhancing Nighttime UAV Tracking with Light Distribution Suppression	Sep 25, 2024	Object Trackingparameter estimation	CodeCode Available	1	5
Trans2k: Unlocking the Power of Deep Models for Transparent Object Tracking	Oct 7, 2022	2kObject	CodeCode Available	1	5
How to Train Your Energy-Based Model for Regression	May 4, 2020	object-detectionObject Detection	CodeCode Available	1	5
MambaEVT: Event Stream based Visual Object Tracking using State Space Model	Aug 20, 2024	MambaObject Localization	CodeCode Available	1	5
Correlation-Embedded Transformer Tracking: A Single-Branch Framework	Jan 23, 2024	Feature CorrelationObject Tracking	CodeCode Available	1	5
NT-VOT211: A Large-Scale Benchmark for Night-time Visual Object Tracking	Oct 27, 2024	Object TrackingVideo Object Tracking	CodeCode Available	1	5
Correlation-Aware Deep Tracking	Mar 3, 2022	Feature CorrelationObject Tracking	CodeCode Available	1	5
Associating Objects with Transformers for Video Object Segmentation	Jun 4, 2021	ObjectOne-shot visual object segmentation	CodeCode Available	1	5
360VOT: A New Benchmark Dataset for Omnidirectional Visual Object Tracking	Jul 27, 2023	Object TrackingVisual Object Tracking	CodeCode Available	1	5
Generalized Relation Modeling for Transformer Tracking	Mar 29, 2023	RelationVisual Object Tracking	CodeCode Available	1	5
Global Instance Tracking: Locating Target More Like Humans	Feb 26, 2022	Visual Object TrackingVisual Tracking	CodeCode Available	1	5
Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking	Apr 27, 2023	DecoderObject	CodeCode Available	1	5
Exploring Fusion Strategies for Accurate RGBT Visual Object Tracking	Jan 21, 2022	ObjectObject Tracking	CodeCode Available	1	5
Compact Transformer Tracker with Correlative Masked Modeling	Jan 26, 2023	DecoderObject Tracking	CodeCode Available	1	5
Towards More Flexible and Accurate Object Tracking with Natural Language: Algorithms and Benchmark	Mar 31, 2021	2kObject	CodeCode Available	1	5
Fast Visual Object Tracking with Rotated Bounding Boxes	Jul 8, 2019	GPUObject	CodeCode Available	0	5
Fast Video Object Segmentation by Reference-Guided Mask Propagation	Jun 1, 2018	DecoderObject	CodeCode Available	0	5
Context-aware Deep Feature Compression for High-speed Visual Tracking	Mar 28, 2018	DenoisingFeature Compression	CodeCode Available	0	5
Reliable Object Tracking by Multimodal Hybrid Feature Extraction and Transformer-Based Fusion	May 28, 2024	ObjectObject Tracking	CodeCode Available	0	5
Robust Estimation of Similarity Transformation for Visual Object Tracking	Dec 14, 2017	ObjectObject Tracking	CodeCode Available	0	5
Fast and Accurate Online Video Object Segmentation via Tracking Parts	Jun 6, 2018	Semantic SegmentationSemi-Supervised Video Object Segmentation	CodeCode Available	0	5

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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