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Papers Visual Tracking

“Visual Tracking” 태그가 달린 논문 581편 · 필터 해제

Sound Localization by Self-Supervised Time Delay Estimation

2022-04-26 · Ziyang Chen, David F. Fouhey, Andrew Owens

Sounds reach one microphone in a stereo pair sooner than the other, resulting in an interaural time delay that conveys their directions. Estimating a sound's time delay requires finding correspondences between the signal…

Contrastive LearningVisual Tracking

Single Object Tracking Research: A Survey

2022-04-25 · Ruize Han, Wei Feng, Qing Guo, QinGhua Hu

Visual object tracking is an important task in computer vision, which has many real-world applications, e.g., video surveillance, visual navigation. Visual object tracking also has many challenges, e.g., object occlusion…

Objectobject-detectionObject DetectionObject Tracking+5

In Defense of Subspace Tracker: Orthogonal Embedding for Visual Tracking

2022-04-17 · Yao Sui, Guanghui Wang, Li Zhang

The paper focuses on a classical tracking model, subspace learning, grounded on the fact that the targets in successive frames are considered to reside in a low-dimensional subspace or manifold due to the similarity in t…

Visual Tracking

Context-aware Visual Tracking with Joint Meta-updating

2022-04-04 · Qiuhong Shen, Xin Li, Fanyang Meng, Yongsheng Liang

Visual object tracking acts as a pivotal component in various emerging video applications. Despite the numerous developments in visual tracking, existing deep trackers are still likely to fail when tracking against objec…

Meta-LearningObject TrackingVisual Object TrackingVisual Tracking

Efficient Visual Tracking via Hierarchical Cross-Attention Transformer

2022-03-25 · Xin Chen, Ben Kang, Dong Wang, Dongdong Li 외

In recent years, target tracking has made great progress in accuracy. This development is mainly attributed to powerful networks (such as transformers) and additional modules (such as online update and refinement modules…

CPUGPUVisual Tracking

Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework

2022-03-22 · Botao Ye, Hong Chang, Bingpeng Ma, Shiguang Shan 외

The current popular two-stream, two-stage tracking framework extracts the template and the search region features separately and then performs relation modeling, thus the extracted features lack the awareness of the targ…

Object TrackingRelationVideo Object TrackingVisual Object Tracking+1

Robust Visual Tracking by Segmentation

2022-03-21 · Matthieu Paul, Martin Danelljan, Christoph Mayer, Luc van Gool

Estimating the target extent poses a fundamental challenge in visual object tracking. Typically, trackers are box-centric and fully rely on a bounding box to define the target in the scene. In practice, objects often hav…

DecoderObject TrackingSegmentationSemantic Segmentation+5

Conditional Measurement Density Estimation in Sequential Monte Carlo via Normalizing Flow

2022-03-16 · Xiongjie Chen, Yunpeng Li

Tuning of measurement models is challenging in real-world applications of sequential Monte Carlo methods. Recent advances in differentiable particle filters have led to various efforts to learn measurement models through…

Density EstimationvalidVisual Tracking

Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV Tracking

2022-03-03 · Changhong Fu, Sihang Li, Xinnan Yuan, Junjie Ye 외

Visual tracking is adopted to extensive unmanned aerial vehicle (UAV)-related applications, which leads to a highly demanding requirement on the robustness of UAV trackers. However, adding imperceptible perturbations can…

Adversarial AttackObject TrackingSuper-ResolutionVisual Tracking

Global Instance Tracking: Locating Target More Like Humans

2022-02-26 · Shiyu Hu, Xin Zhao, Lianghua Huang, Kaiqi Huang

Target tracking, the essential ability of the human visual system, has been simulated by computer vision tasks. However, existing trackers perform well in austere experimental environments but fail in challenges like occ…

Visual Object TrackingVisual Tracking

Towards a Unified Approach to Homography Estimation Using Image Features and Pixel Intensities

2022-02-20 · Lucas Nogueira, Ely C. de Paiva, Geraldo Silvera

The homography matrix is a key component in various vision-based robotic tasks. Traditionally, homography estimation algorithms are classified into feature- or intensity-based. The main advantages of the latter are their…

Homography EstimationVisual Tracking

You Only Demonstrate Once: Category-Level Manipulation from Single Visual Demonstration

2022-01-30 · Bowen Wen, Wenzhao Lian, Kostas Bekris, Stefan Schaal

Promising results have been achieved recently in category-level manipulation that generalizes across object instances. Nevertheless, it often requires expensive real-world data collection and manual specification of sema…

3D Object TrackingIndustrial RobotsObjectPose Tracking+4

Learning Target-aware Representation for Visual Tracking via Informative Interactions

2022-01-07 · Mingzhe Guo, Zhipeng Zhang, Heng Fan, Liping Jing 외

We introduce a novel backbone architecture to improve target-perception ability of feature representation for tracking. Specifically, having observed that de facto frameworks perform feature matching simply using the out…

Representation LearningVisual Tracking

Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking

2021-12-28 · CVPR 2020 6 · Jin Gao, Yan Lu, Xiaojuan Qi, Yutong Kou 외

Tracking visual objects from a single initial exemplar in the testing phase has been broadly cast as a one-/few-shot problem, i.e., one-shot learning for initial adaptation and few-shot learning for online adaptation. Th…

Continual LearningFew-Shot LearningMeta-LearningOne-Shot Learning+1

Space Non-cooperative Object Active Tracking with Deep Reinforcement Learning

2021-12-18 · Dong Zhou, Guanghui Sun, Wenxiao Lei

Active visual tracking of space non-cooperative object is significant for future intelligent spacecraft to realise space debris removal, asteroid exploration, autonomous rendezvous and docking. However, existing works of…

Deep Reinforcement LearningPose EstimationPositionreinforcement-learning+3

Efficient Visual Tracking with Exemplar Transformers

2021-12-17 · Philippe Blatter, Menelaos Kanakis, Martin Danelljan, Luc van Gool

The design of more complex and powerful neural network models has significantly advanced the state-of-the-art in visual object tracking. These advances can be attributed to deeper networks, or the introduction of new bui…

CPUObject TrackingVideo Object TrackingVisual Object Tracking+1

Adaptive Subsampling for ROI-based Visual Tracking: Algorithms and FPGA Implementation

2021-12-17 · Odrika Iqbal, Victor Isaac Torres Muro, Sameeksha Katoch, Andreas Spanias 외

There is tremendous scope for improving the energy efficiency of embedded vision systems by incorporating programmable region-of-interest (ROI) readout in the image sensor design. In this work, we study how ROI programma…

Object TrackingVisual Tracking

Persistent Animal Identification Leveraging Non-Visual Markers

2021-12-13 · Michael P. J. Camilleri, Li Zhang, Rasneer S. Bains, Andrew Zisserman 외

Our objective is to locate and provide a unique identifier for each mouse in a cluttered home-cage environment through time, as a precursor to automated behaviour recognition for biological research. This is a very chall…

Visual Tracking

An Informative Tracking Benchmark

2021-12-13 · Xin Li, Qiao Liu, Wenjie Pei, Qiuhong Shen 외

Along with the rapid progress of visual tracking, existing benchmarks become less informative due to redundancy of samples and weak discrimination between current trackers, making evaluations on all datasets extremely ti…

DiversityVisual Tracking

Visual Object Tracking with Discriminative Filters and Siamese Networks: A Survey and Outlook

2021-12-06 · Sajid Javed, Martin Danelljan, Fahad Shahbaz Khan, Muhammad Haris Khan 외

Accurate and robust visual object tracking is one of the most challenging and fundamental computer vision problems. It entails estimating the trajectory of the target in an image sequence, given only its initial location…

Object TrackingSurveyVisual Object TrackingVisual Tracking
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