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Personal variations severely limit the performance of appearance-based gaze tracking. Adapting to these variations using standard neural network model adaptation methods is difficult. The problems range from overfitting, due to small…

Computer Vision and Pattern Recognition · Computer Science 2019-09-04 Erik Lindén , Jonas Sjöstrand , Alexandre Proutiere

Sleep posture is linked to several health conditions such as nocturnal cramps and more serious musculoskeletal issues. However, in-clinic sleep assessments are often limited to vital signs (e.g. brain waves). Wearable sensors with embedded…

Machine Learning · Computer Science 2022-05-24 Omar Elnaggar , Frans Coenen , Andrew Hopkinson , Lyndon Mason , Paolo Paoletti

Analyzing mutual gaze (MG) and joint attention (JA) is critical in developmental psychology but traditionally relies on labor-intensive manual coding. Automating this process in multi-camera laboratory settings is computationally…

Computer Vision and Pattern Recognition · Computer Science 2026-05-01 Jakub Kosmydel , Paweł Gajewski , Arkadiusz Białek

Head-mounted devices integrated with eye tracking promise a solution for natural human-computer interaction. However, they typically require per-user calibration for optimal performance due to inter-person variability. A differential…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Beyza Kalkanli , Tom Bu , Mahsa Shakeri , Alexander Fix , Dave Stronks , Dmitri Model , Mantas Žurauskas

Most 3d human pose estimation methods assume that input -- be it images of a scene collected from one or several viewpoints, or from a video -- is given. Consequently, they focus on estimates leveraging prior knowledge and measurement by…

Computer Vision and Pattern Recognition · Computer Science 2020-12-17 Erik Gärtner , Aleksis Pirinen , Cristian Sminchisescu

The use of ML models to predict a user's cognitive state from behavioral data has been studied for various applications which includes predicting the intent to perform selections in VR. We developed a novel technique that uses gaze-based…

Human-Computer Interaction · Computer Science 2024-04-23 Anish S. Narkar , Jan J. Michalak , Candace E. Peacock , Brendan David-John

This study evaluates a smartphone-based, deep-learning eye-tracking algorithm by comparing its performance against a commercial infrared-based eye tracker, the Tobii Pro Nano. The aim is to investigate the feasibility of appearance-based…

Computer Vision and Pattern Recognition · Computer Science 2025-06-24 Nishan Gunawardena , Gough Yumu Lui , Bahman Javadi , Jeewani Anupama Ginige

For driving assistance and autonomous driving systems, it is important to differentiate between dynamic objects such as moving vehicles and static objects such as guard rails. Among all the sensor modalities, RADAR and FMCW LiDAR can…

Image and Video Processing · Electrical Eng. & Systems 2022-12-09 Niklas Stralau , Chengxuan Fu

Mutual localization plays a crucial role in multi-robot cooperation. CREPES, a novel system that focuses on six degrees of freedom (DOF) relative pose estimation for multi-robot systems, is proposed in this paper. CREPES has a compact…

Robotics · Computer Science 2023-03-29 Zhiren Xun , Jian Huang , Zhehan Li , Zhenjun Ying , Yingjian Wang , Chao Xu , Fei Gao , Yanjun Cao

Despite significant advances in improving the gaze tracking accuracy under controlled conditions, the tracking robustness under real-world conditions, such as large head pose and movements, use of eyeglasses, illumination and eye type…

Computer Vision and Pattern Recognition · Computer Science 2018-01-04 Nuri Murat Arar , Jean-Philippe Thiran

A user's eyes provide means for Human Computer Interaction (HCI) research as an important modal. The time to time scientific explorations of the eye has already seen an upsurge of the benefits in HCI applications from gaze estimation to the…

Computer Vision and Pattern Recognition · Computer Science 2021-06-10 Atul Sahay , Imon Mukherjee , Kavi Arya

We present a new and accurate approach for gaze estimation on consumer computing devices. We take advantage of continued strides in the quality of user-facing cameras found in e.g., smartphones, laptops, and desktops - 4K or greater in…

Human-Computer Interaction · Computer Science 2026-03-23 Taejun Kim , Vimal Mollyn , Riku Arakawa , Chris Harrison

Unconstrained remote gaze estimation remains challenging mostly due to its vulnerability to the large variability in head-pose. Prior solutions struggle to maintain reliable accuracy in unconstrained remote gaze tracking. Among them,…

Computer Vision and Pattern Recognition · Computer Science 2020-04-09 Zhecan Wang , Jian Zhao , Cheng Lu , Han Huang , Fan Yang , Lianji Li , Yandong Guo

Recently, extended reality (XR) displays including augmented reality (AR) and virtual reality (VR) have integrated eye tracking capabilities, which could enable novel ways of interacting with XR content. The vergence angle of the eyes…

Human-Computer Interaction · Computer Science 2023-11-22 Mohammed Safayet Arefin , J. Edward Swan , Russell Cohen Hoffing , Steven Thurman

Human motion generation is a challenging task that aims to create realistic motion imitating natural human behaviour. We focus on the well-studied behaviour of priming an object/location for pick up or put down - that is, the spotting of an…

Computer Vision and Pattern Recognition · Computer Science 2026-03-26 Masashi Hatano , Saptarshi Sinha , Jacob Chalk , Wei-Hong Li , Hideo Saito , Dima Damen

Semantic occupancy has emerged as a powerful representation in world models for its ability to capture rich spatial semantics. However, most existing occupancy world models rely on static and fixed embeddings or grids, which inherently…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Chenxu Dang , Haiyan Liu , Jason Bao , Pei An , Xinyue Tang , PanAn , Jie Ma , Bingchuan Sun , Yan Wang

Deep Learning (DL) has brought significant advances to robotics vision tasks. However, most existing DL methods have a major shortcoming, they rely on a static inference paradigm inherent in traditional computer vision pipelines. On the…

Computer Vision and Pattern Recognition · Computer Science 2023-12-19 Stefanos Ginargiros , Nikolaos Passalis , Anastasios Tefas

In the realm of object pose estimation, scenarios involving both dynamic objects and moving cameras are prevalent. However, the scarcity of corresponding real-world datasets significantly hinders the development and evaluation of robust…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Xiangting Meng , Jiaqi Yang , Mingshu Chen , Chenxin Yan , Yujiao Shi , Wenchao Ding , Laurent Kneip

Sleep monitoring through accessible wearable technology is crucial to improving well-being in ubiquitous computing. Although photoplethysmography(PPG) sensors are widely adopted in consumer devices, achieving consistently reliable sleep…

Signal Processing · Electrical Eng. & Systems 2025-08-06 Jiawei Wang , Yu Guan , Chen Chen , Ligang Zhou , Laurence T. Yang , Sai Gu

Individual thermal comfort perception gives important feedback signals for energy efficient control of smart buildings. However, there is no effective method to measure real-time thermal comfort status of individual occupant until now. For…

Human-Computer Interaction · Computer Science 2018-12-21 Bin Yang , Xiaogang Cheng , Dengxin Dai , Thomas Olofsson , Haibo Li , Alan Meier