Video Object Tracking

Video Object Detection aims to detect targets in videos using both spatial and temporal information. It's usually deeply integrated with tasks such as Object Detection and Object Tracking.

Papers

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Showing 1–25 of 98 papers

Title	Date	Tasks	Status	Hype	Score
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors	Jul 6, 2022	2D Object DetectionGPU	CodeCode Available	7	5
Track Anything: Segment Anything Meets Videos	Apr 24, 2023	Image SegmentationObject Tracking	CodeCode Available	5	5
Medical SAM 2: Segment medical images as video via Segment Anything Model 2	Aug 1, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	4	5
UniVS: Unified and Universal Video Segmentation with Prompts as Queries	Feb 28, 2024	DecoderReferring Expression Segmentation	CodeCode Available	3	5
Fast Online Object Tracking and Segmentation: A Unifying Approach	Dec 12, 2018	ObjectObject Tracking	CodeCode Available	2	5
Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking	Dec 20, 2024	MambaObject Tracking	CodeCode Available	2	5
Exploring Enhanced Contextual Information for Video-Level Object Tracking	Dec 15, 2024	ObjectObject Tracking	CodeCode Available	2	5
Towards Grand Unification of Object Tracking	Jul 14, 2022	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	2	5
Video Polyp Segmentation: A Deep Learning Perspective	Mar 27, 2022	AttributeDeep Learning	CodeCode Available	2	5
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe	Dec 28, 2023	ObjectObject Tracking	CodeCode Available	2	5
MixFormer: End-to-End Tracking with Iterative Mixed Attention	Mar 21, 2022	Semi-Supervised Video Object SegmentationVideo Object Tracking	CodeCode Available	2	5
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework	Mar 22, 2022	Object TrackingRelation	CodeCode Available	2	5
Autoregressive Visual Tracking	Jan 1, 2023	ObjectObject Tracking	CodeCode Available	2	5
XTrack: Multimodal Training Boosts RGB-X Video Object Trackers	May 28, 2024	Inductive BiasMixture-of-Experts	CodeCode Available	2	5
ODTrack: Online Dense Temporal Token Learning for Visual Tracking	Jan 3, 2024	Semi-Supervised Video Object SegmentationVideo Object Tracking	CodeCode Available	2	5
Bridging the Gap Between End-to-end and Non-End-to-end Multi-Object Tracking	May 22, 2023	Multi-Object TrackingObject Tracking	CodeCode Available	1	5
AiATrack: Attention in Attention for Transformer Visual Tracking	Jul 20, 2022	Object TrackingVideo Object Tracking	CodeCode Available	1	5
Associate Everything Detected: Facilitating Tracking-by-Detection to the Unknown	Sep 14, 2024	Multi-Object TrackingMultiple Object Tracking	CodeCode Available	1	5
Depth Attention for Robust RGB Tracking	Oct 27, 2024	Depth EstimationMonocular Depth Estimation	CodeCode Available	1	5
ADTrack: Target-Aware Dual Filter Learning for Real-Time Anti-Dark UAV Tracking	Jun 4, 2021	CPUVideo Object Tracking	CodeCode Available	1	5
Deeper and Wider Siamese Networks for Real-Time Visual Tracking	Jan 7, 2019	Real-Time Visual TrackingVideo Object Tracking	CodeCode Available	1	5
Do Different Tracking Tasks Require Different Appearance Models?	Jul 5, 2021	Multi-Object TrackingMulti-Object Tracking and Segmentation	CodeCode Available	1	5
Tracking-by-Trackers with a Distilled and Reinforced Model	Jul 8, 2020	Knowledge DistillationObject Tracking	CodeCode Available	1	5
Contrastive Transformation for Self-supervised Correspondence Learning	Dec 9, 2020	Object TrackingSelf-Supervised Learning	CodeCode Available	1	5
High-Speed Tracking with Kernelized Correlation Filters	Apr 30, 2014	regressionVideo Object Tracking	CodeCode Available	1	5

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