Search Results - "Yixiao Yun"
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1
Human fall detection via shape analysis on Riemannian manifolds with applications to elderly care
Published in 2015 IEEE International Conference on Image Processing (ICIP) (01-09-2015)“…This paper addresses issues in fall detection from videos. The focus is on the analysis of human shapes which deform drastically in camera views while a person…”
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Conference Proceeding -
2
Time-dependent bag of words on manifolds for geodesic-based classification of video activities towards assisted living and healthcare
Published in EURASIP journal on image and video processing (07-11-2017)“…In this paper, we address the problem of classifying activities of daily living (ADL) in video. The basic idea of the proposed method is to treat each human…”
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Journal Article -
3
Fall detection in RGB-D videos by combining shape and motion features
Published in 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01-03-2016)“…This paper addresses issues in fall detection from RGB-D videos. The study focuses on measuring the dynamics of shape and motion of the target person, based on…”
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Conference Proceeding Journal Article -
4
Multi-View ML Object Tracking With Online Learning on Riemannian Manifolds by Combining Geometric Constraints
Published in IEEE journal on emerging and selected topics in circuits and systems (01-06-2013)“…This paper addresses issues in object tracking with occlusion scenarios, where multiple uncalibrated cameras with overlapping fields of view are exploited. We…”
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Journal Article -
5
Graph Construction for Salient Object Detection in Videos
Published in 2014 22nd International Conference on Pattern Recognition (01-08-2014)“…Recently many graph-based salient region/object detection methods have been developed. They are rather effective for still images. However, little attention…”
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Conference Proceeding -
6
Visual object tracking with online learning on Riemannian manifolds by one-class support vector machines
Published in 2014 IEEE International Conference on Image Processing (ICIP) (01-10-2014)“…This paper addresses issues in video object tracking. We propose a novel method where tracking is regarded as a one-class classification problem of…”
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Conference Proceeding -
7
Riemannian manifold-based support vector machine for human activity classification in images
Published in 2013 IEEE International Conference on Image Processing (01-01-2013)“…This paper addresses the issue of classification of human activities in still images. We propose a novel method where part-based features focusing on human and…”
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Conference Proceeding -
8
Multi-view face pose classification by boosting with weak hypothesis fusion using visual and infrared images
Published in 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01-03-2012)“…This paper proposes a novel method for multi-view face pose classification through sequential learning and sensor fusion. The basic idea is to use face images…”
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Conference Proceeding -
9
Multi-class ada-boost classification of object poses through visual and infrared image information fusion
Published in Proceedings - International Conference on Pattern Recognition (01-11-2012)“…This paper presents a novel method for pose classification using fusion of visual and thermal infrared(IR) images. We propose a novel tree structure…”
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Conference Proceeding -
10
Human fall detection in videos by fusing statistical features of shape and motion dynamics on Riemannian manifolds
Published in Neurocomputing (Amsterdam) (26-09-2016)“…This paper addresses issues in fall detection in videos. We propose a novel method to detect human falls from arbitrary view angles, through analyzing dynamic…”
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Journal Article -
11
3D limb movement tracking and analysis for neurological dysfunctions of neonates using multi-camera videos
Published in 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (01-08-2016)“…Central nervous system dysfunction in infants may be manifested through inconsistent, rigid and abnormal limb movements. Detection of limb movement anomalies…”
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Conference Proceeding Journal Article -
12
Human fall detection in videos via boosting and fusing statistical features of appearance, shape and motion dynamics on Riemannian manifolds with applications to assisted living
Published in Computer vision and image understanding (01-07-2016)“…•Dynamic features of a falling person are represented as points moving on manifolds.•Human falls are characterized by velocity statistics based on…”
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Journal Article -
13
Exploiting riemannian manifolds for daily activity classification in video towards health care
Published in 2016 IEEE 18th International Conference on e-Health Networking, Applications and Services (Healthcom) (01-09-2016)“…This paper addresses the problem of classifying activities of daily living in video. The proposed method uses a tree structure of two layers, where in each…”
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Conference Proceeding -
14
Riemannian manifold-valued part-based features and geodesic-induced kernel machine for activity classification dedicated to assisted living
Published in Computer vision and image understanding (01-08-2017)“…•A dedicated ADL classification system to assisted living and healthcare is proposed.•Several essential activities are handled, including ADL like eating and…”
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Journal Article -
15
Fall detection in RGB-D videos for elderly care
Published in 2015 17th International Conference on E-health Networking, Application & Services (HealthCom) (01-10-2015)“…This paper addresses issues in fall detection from videos. Since it has been a broadly accepted intuition that a falling person usually undergoes large…”
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Conference Proceeding -
16
Maximum-likelihood object tracking from multi-view video by combining homography and epipolar constraints
Published in 2012 Sixth International Conference on Distributed Smart Cameras (ICDSC) (01-10-2012)“…This paper addresses problem of object tracking in occlusion scenarios, where multiple uncalibrated cameras with overlapping fields of view are used. We…”
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Conference Proceeding -
17
Head pose classification by multi-class AdaBoost with fusion of RGB and depth images
Published in 2014 International Conference on Signal Processing and Integrated Networks (SPIN) (01-02-2014)“…This paper addresses issues in multi-class visual object classification, where sequential learning and sensor fusion are exploited in a unified framework. We…”
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Conference Proceeding -
18
Multi-view hand tracking using epipolar geometry-based consistent labeling for an industrial application
Published in 2013 Seventh International Conference on Distributed Smart Cameras (ICDSC) (01-10-2013)“…This paper addresses a visual tracking and analysis method for automatic monitoring of an industrial manual assembly process, where each worker sequentially…”
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Conference Proceeding -
19
Video-based detection and analysis of driver distraction and inattention
Published in 2014 International Conference on Signal Processing and Integrated Networks (SPIN) (01-02-2014)“…This paper addresses two issues for mitigating driver distraction/inattention by using novel video analysis techniques: (a) inside an ego vehicle, driver…”
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Conference Proceeding -
20
Riemannian Manifold-Based Modeling and Classification Methods for Video Activities with Applications to Assisted Living and Smart Home
Published 01-01-2016“…This thesis mainly focuses on visual-information based daily activity classification, anomaly detection, and video tracking through using visual sensors. The…”
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Dissertation