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 126–150 of 341 papers

Title	Date	Tasks	Status	Score
Fast and Accurate Online Video Object Segmentation via Tracking Parts	Jun 6, 2018	Semantic SegmentationSemi-Supervised Video Object Segmentation	CodeCode Available	5
SegFlow: Joint Learning for Video Object Segmentation and Optical Flow	Sep 20, 2017	Image SegmentationObject	CodeCode Available	5
Semi-Automatic Annotation For Visual Object Tracking	Jan 18, 2021	Incremental LearningObject	CodeCode Available	5
CGTrack: Cascade Gating Network with Hierarchical Feature Aggregation for UAV Tracking	May 9, 2025	Object TrackingVisual Object Tracking	CodeCode Available	5
AViTMP: A Tracking-Specific Transformer for Single-Branch Visual Tracking	Oct 30, 2023	DecoderObject Tracking	CodeCode Available	5
SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking	Oct 19, 2019	Adversarial AttackObject Tracking	CodeCode Available	5
Robust Visual Tracking using Multi-Frame Multi-Feature Joint Modeling	Nov 19, 2018	Multi-Task LearningMULTI-VIEW LEARNING	CodeCode Available	5
Rotation Adaptive Visual Object Tracking with Motion Consistency	Sep 18, 2017	feature selectionObject	CodeCode Available	5
Event-based Visual Tracking in Dynamic Environments	Dec 15, 2022	Objectobject-detection	CodeCode Available	5
An equalised global graphical model-based approach for multi-camera object tracking	Feb 12, 2015	ObjectObject Tracking	CodeCode Available	5
CapsuleVOS: Semi-Supervised Video Object Segmentation Using Capsule Routing	Sep 30, 2019	ObjectOne-shot visual object segmentation	CodeCode Available	5
Learning Discriminative Model Prediction for Tracking	Apr 15, 2019	modelObject Tracking	CodeCode Available	5
EgoTracks: A Long-term Egocentric Visual Object Tracking Dataset	Jan 9, 2023	ObjectObject Tracking	CodeCode Available	5
Boundary Effect-Aware Visual Tracking for UAV with Online Enhanced Background Learning and Multi-Frame Consensus Verification	Aug 10, 2019	ObjectObject Tracking	CodeCode Available	5
Efficient Visual Tracking with Exemplar Transformers	Dec 17, 2021	CPUObject Tracking	CodeCode Available	5
Efficient Video Object Segmentation via Network Modulation	Feb 4, 2018	ObjectSegmentation	CodeCode Available	5
Robust Estimation of Similarity Transformation for Visual Object Tracking	Dec 14, 2017	ObjectObject Tracking	CodeCode Available	5
Reliable Object Tracking by Multimodal Hybrid Feature Extraction and Transformer-Based Fusion	May 28, 2024	ObjectObject Tracking	CodeCode Available	5
Beyond Correlation Filters: Learning Continuous Convolution Operators for Visual Tracking	Aug 12, 2016	Object TrackingPoint Tracking	CodeCode Available	5
ECO: Efficient Convolution Operators for Tracking	Nov 28, 2016	CPUDiversity	CodeCode Available	5
Siamese Natural Language Tracker: Tracking by Natural Language Descriptions with Siamese Trackers	Dec 4, 2019	GPUObject Tracking	CodeCode Available	5
Spatially Supervised Recurrent Convolutional Neural Networks for Visual Object Tracking	Jul 19, 2016	Binary Classificationobject-detection	CodeCode Available	5
Distractor-aware Siamese Networks for Visual Object Tracking	Aug 18, 2018	Incremental LearningObject	CodeCode Available	5
Discriminative Correlation Filter with Channel and Spatial Reliability	Nov 25, 2016	CPUVisual Object Tracking	CodeCode Available	5
Discriminative and Robust Online Learning for Siamese Visual Tracking	Sep 6, 2019	Object TrackingVisual Object Tracking	CodeCode Available	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