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The views that windows provide from inside a building affect human health and well-being. Although window view is an important element of architecture, there is no established framework to guide its design. The literature is widely…

Computers and Society · Computer Science 2021-10-13 Won Hee Ko , Michael G. Kent , Stefano Schiavon , Brendon Levitt , Giovanni Betti

Understanding how people perceive and evaluate interior spaces is essential for designing environments that promote well-being. However, predicting aesthetic experiences remains difficult due to the subjective nature of perception and the…

Computer Vision and Pattern Recognition · Computer Science 2026-01-26 Chen-Ying Chien , Po-Chih Kuo

This research is mainly focused on the assessment of machine learning algorithms in the prediction of daylight and visual comfort metrics in the early design stages. A dataset was primarily developed from 2880 simulations derived from…

Machine Learning · Computer Science 2021-09-15 Hanieh Nourkojouri , Zahra Sadat Zomorodian , Mohammad Tahsildoost , Zohreh Shaghaghian

Urban-scale quantification of window views can inform housing selection and valuation, landscape management, and urban planning. However, window views are numerous in high-rise, high-density urban areas and current automatic assessments of…

Computational Engineering, Finance, and Science · Computer Science 2023-08-28 Maosu Li , Fan Xue , Anthony G. O. Yeh

A bioclimatic approach to designing comfortable buildings in hot and humid tropical regions requires, firstly, some preliminary, important work on the building envelope to limit the energy contributions, and secondly, an airflow…

General Physics · Physics 2012-12-24 Alain Bastide , Alfred Jean Philippe Lauret , François Garde , Harry Boyer

Energy conservation in buildings is a paramount concern to combat greenhouse gas emissions and combat climate change. The efficient management of room occupancy, involving actions like lighting control and climate adjustment, is a pivotal…

Machine Learning · Computer Science 2023-12-25 Siqi Mao , Yaping Yuan , Yinpu Li , Ziren Wang , Yuanxin Yao , Yixin Kang

Understanding spatial openness is vital for improving residential quality and design; however, studies often treat its influencing factors separately. This study developed a quantitative framework to evaluate the spatial openness in housing…

Computer Vision and Pattern Recognition · Computer Science 2025-12-23 Takuya OKi , Yuan Liu

Users can easily export personal data from devices (e.g., weather station and fitness tracker) and services (e.g., screentime tracker and commits on GitHub) they use but struggle to gain valuable insights. To tackle this problem, we present…

Human-Computer Interaction · Computer Science 2022-02-09 Christian Reiser

People navigating in unfamiliar buildings take advantage of myriad visual, spatial and semantic cues to efficiently achieve their navigation goals. Towards equipping computational agents with similar capabilities, we introduce Pathdreamer,…

Computer Vision and Pattern Recognition · Computer Science 2021-08-18 Jing Yu Koh , Honglak Lee , Yinfei Yang , Jason Baldridge , Peter Anderson

Window to Wall Ratios (WWR) are key to assessing the energy, daylight and ventilation performance of buildings. Studies have shown that window area has a large impact on building performance and simulation. However, data to set up these…

Computer Vision and Pattern Recognition · Computer Science 2024-06-06 Zoe De Simone , Sayandeep Biswas , Oscar Wu

Most people spend up to 90 % of their time indoors. However, literature in the field of facility management and related disciplines mostly focus on energy and cost saving aspects of buildings. Especially in the area of commercial buildings,…

Human-Computer Interaction · Computer Science 2020-04-08 Svenja Laing , Niklas Kühl

The increasing complexity and volume of network data demand effective analysis approaches, with visual exploration proving particularly beneficial. Immersive technologies, such as augmented reality, virtual reality, and large display walls,…

Human-Computer Interaction · Computer Science 2025-09-11 Lucas Joos , Maximilian T. Fischer , Julius Rauscher , Daniel A. Keim , Tim Dwyer , Falk Schreiber , Karsten Klein

This study aims to develop a data driven system to enhance the analysis and improvement of user experiences in interior spaces, acknowledging the significant impact of design on individuals health, productivity, and quality of life.

Human-Computer Interaction · Computer Science 2023-12-20 Mi Kyoung Kim

As XR devices become widespread, 3D interaction has become commonplace, and UI developers are increasingly required to consider usability to deliver better user experiences. The HCI community has long studied target-pointing performance,…

Human-Computer Interaction · Computer Science 2026-01-08 Tatsuya Okuno , Haruto Shimizu , Nobuhito Kasahara , Taiyu Honma , Shota Yamanaka , Homei Miyashita

One major goal of vision is to infer physical models of objects, surfaces, and their layout from sensors. In this paper, we aim to interpret indoor scenes from one RGBD image. Our representation encodes the layout of walls, which must…

Computer Vision and Pattern Recognition · Computer Science 2017-08-21 Ruiqi Guo , Chuhang Zou , Derek Hoiem

The user persona is a communication tool for designers to generate a mental model that describes the archetype of users. Developing building occupant personas is proven to be an effective method for human-centered smart building design,…

Machine Learning · Computer Science 2024-08-09 Sheik Murad Hassan Anik , Xinghua Gao , Na Meng

Analysing 88 sources published from 2011 to 2021, this paper presents a first systematic review of the computer vision-based analysis of buildings and the built environments to assess its value to architectural and urban design studies.…

Computer Vision and Pattern Recognition · Computer Science 2022-08-02 Małgorzata B. Starzyńska , Robin Roussel , Sam Jacoby , Ali Asadipour

This study presents a new user experience in apartment searches using functionality and comfort as query items. This study has three technical contributions. First, we present a new dataset on the perceived functionality and comfort scores…

Human-Computer Interaction · Computer Science 2022-02-28 Taro Narahara , Toshihiko Yamasaki

Conventional thermal preference prediction in buildings has limitations due to the difficulty in capturing all environmental and personal factors. New model features can improve the ability of a machine learning model to classify a person's…

Machine Learning · Computer Science 2021-12-13 Mahmoud Abdelrahman , Adrian Chong , Clayton Miller

Thermal comfort inside buildings is a well-studied field where human judgment for thermal comfort is collected and may be used for automatic thermal comfort estimation. However, indoor scenarios are rather static in terms of thermal state…

Human-Computer Interaction · Computer Science 2024-05-22 Mark Colley , Sebastian Hartwig , Albin Zeqiri , Timo Ropinski , Enrico Rukzio
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