ACM CHI 2024
Experiential Views
Towards Human Experience Evaluation of Designed Spaces using Vision-Language Models
A screen capture of Experiential View’s floor plan visualization and WebGL-based 3D viewer integration user interface.
Abstract
Experiential Views is a proof-of-concept in which we explore a method of helping architects and designers predict how building occupants might experience their designed spaces using AI technology based on Vision-Language Models. Our prototype evaluates a space using a pre-trained model that we fine-tuned with photos and renders of a building. These images were evaluated and labeled based on a preliminary set of three human-centric dimensions that characterize the Social, Tranquil, and Inspirational qualities of a scene. We developed a floor plan visualization and a WebGL-based 3D-viewer that demonstrate how architectural design software could be enhanced to evaluate areas of a built environment based on psychological or emotional criteria. We see this as an early step towards helping designers anticipate emotional responses to their designs to create better experiences for occupants.
Download publicationAssociated Researchers
Nastaran Shahmansouri
Former Autodesk
Rhys Goldstein
Former Autodesk
Related Publications
2025
Fabrica: Dual-Arm Assembly of General Multi-Part Objects via Integrated Planning and LearningIntroduces a dual-arm robotic system capable of end-to-end planning…
2023
Leveraging Graph Neural Networks for Graph Regression and Effective Enumeration ReductionGraph-based framework represents aspects of optimal thermal management…
2022
SimCURL: Simple Contrastive User Representation Learning from Command SequencesUser modeling is crucial to understanding user behavior and essential…
2021
Cross-Domain Few-Shot Graph ClassificationWe study the problem of few-shot graph classification across domains…
Get in touch
Something pique your interest? Get in touch if you’d like to learn more about Autodesk Research, our projects, people, and potential collaboration opportunities.
Contact us