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In Artificial Intelligence, planning refers to an area of research that proposes to develop systems that can automatically generate a result set, in the form of an integrated decision-making system through a formal procedure, known as plan.…

Artificial Intelligence · Computer Science 2013-11-20 Sofia Benbelkacem , Baghdad Atmani , Mohamed Benamina

Multi-modality of color and depth, i.e., RGB-D, is of great importance in recent research of indoor scene recognition. In this kind of data representation, depth map is able to describe the 3D structure of scenes and geometric relations…

Computer Vision and Pattern Recognition · Computer Science 2026-04-02 Qiong Liu , Ruofei Xiong , Xingzhen Chen , Muyao Peng , You Yang

Robots require a semantic understanding of their surroundings to operate in an efficient and explainable way in human environments. In the literature, there has been an extensive focus on object labeling and exhaustive scene graph…

Robotics · Computer Science 2024-04-16 Roberto Bigazzi , Lorenzo Baraldi , Shreyas Kousik , Rita Cucchiara , Marco Pavone

Layout design is an important task in various design fields, including user interface, document, and graphic design. As this task requires tedious manual effort by designers, prior works have attempted to automate this process using…

Machine Learning · Computer Science 2023-06-22 Chin-Yi Cheng , Forrest Huang , Gang Li , Yang Li

Deep generative models have been used in recent years to learn coherent latent representations in order to synthesize high-quality images. In this work, we propose a neural network to learn a generative model for sampling consistent indoor…

Computer Vision and Pattern Recognition · Computer Science 2020-08-24 Pulak Purkait , Christopher Zach , Ian Reid

Effective integration of AI agents into daily life requires them to understand and adapt to individual human preferences, particularly in collaborative roles. Although recent studies on embodied intelligence have advanced significantly,…

Artificial Intelligence · Computer Science 2025-09-15 Manjie Xu , Xinyi Yang , Wei Liang , Chi Zhang , Yixin Zhu

In this paper we propose a neural message passing approach to augment an input 3D indoor scene with new objects matching their surroundings. Given an input, potentially incomplete, 3D scene and a query location, our method predicts a…

Computer Vision and Pattern Recognition · Computer Science 2019-07-29 Yang Zhou , Zachary While , Evangelos Kalogerakis

We present a human-centric method to sample and synthesize 3D room layouts and 2D images thereof, to obtain large-scale 2D/3D image data with perfect per-pixel ground truth. An attributed spatial And-Or graph (S-AOG) is proposed to…

Computer Vision and Pattern Recognition · Computer Science 2018-08-28 Siyuan Qi , Yixin Zhu , Siyuan Huang , Chenfanfu Jiang , Song-Chun Zhu

Robotic task planning in real-world environments requires not only object recognition but also a nuanced understanding of spatial relationships between objects. We present a spatial-relationship-aware dataset of nearly 1,000 robot-acquired…

Robotics · Computer Science 2025-06-17 Peng Wang , Minh Huy Pham , Zhihao Guo , Wei Zhou

Generating 3D scenes from human motion sequences supports numerous applications, including virtual reality and architectural design. However, previous auto-regression-based human-aware 3D scene generation methods have struggled to…

Computer Vision and Pattern Recognition · Computer Science 2024-08-21 Xiaolin Hong , Hongwei Yi , Fazhi He , Qiong Cao

We present a novel human-in-the-loop approach to estimate 3D scene layout that uses human feedback from an egocentric standpoint. We study this approach through introduction of a novel local correction task, where users identify local…

Computer Vision and Pattern Recognition · Computer Science 2025-08-01 Christopher Xie , Armen Avetisyan , Henry Howard-Jenkins , Yawar Siddiqui , Julian Straub , Richard Newcombe , Vasileios Balntas , Jakob Engel

Existing 3D scene generation methods often struggle to model the complex logical dependencies and physical constraints between objects, limiting their ability to adapt to dynamic and realistic environments. We propose CausalStruct, a novel…

Graphics · Computer Science 2025-09-22 Shen Chen , Ruiyu Zhao , Jiale Zhou , Zongkai Wu , Jenq-Neng Hwang , Lei Li

Personalization is critical for the advancement of service robots. Robots need to develop tailored understandings of the environments they are put in. Moreover, they need to be aware of changes in the environment to facilitate long-term…

Robotics · Computer Science 2025-06-18 Akash Chikhalikar , Ankit A. Ravankar , Jose Victorio Salazar Luces , Yasuhisa Hirata

In this paper user modeling task is examined by processing a gallery of photos and videos on a mobile device. We propose novel engine for user preference prediction based on scene recognition, object detection and facial analysis. At first,…

Computer Vision and Pattern Recognition · Computer Science 2021-08-19 A. V. Savchenko , K. V. Demochkin , I. S. Grechikhin

Personalized fashion recommendation is a difficult task because 1) the decisions are highly correlated with users' aesthetic appetite, which previous work frequently overlooks, and 2) many new items are constantly rolling out that cause…

Information Retrieval · Computer Science 2025-01-07 Chongxian Chen , Fan Mo , Xin Fan , Hayato Yamana

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

In this paper, we identify some of the limitations of current-day shape matching techniques. We provide examples of how contour-based shape matching techniques cannot provide a good match for certain visually similar shapes. To overcome…

Computer Vision and Pattern Recognition · Computer Science 2012-12-20 Vittal Premachandran , Ramakrishna Kakarala

Optimizing warehouse layouts is crucial due to its significant impact on efficiency and productivity. We present an AI-driven framework for automated warehouse layout generation. This framework employs constrained beam search to derive…

Artificial Intelligence · Computer Science 2024-07-16 Atefeh Shahroudnejad , Payam Mousavi , Oleksii Perepelytsia , Sahir , David Staszak , Matthew E. Taylor , Brent Bawel

This paper presents a computational model to recover the most likely interpretation of the 3D scene structure from a planar image, where some objects may occlude others. The estimated scene interpretation is obtained by integrating some…

Computer Vision and Pattern Recognition · Computer Science 2016-03-30 Maria Oliver , Gloria Haro , Mariella Dimiccoli , Baptiste Mazin , Coloma Ballester

Personalized interior decoration design often incurs high labor costs. Recent efforts in developing intelligent interior design systems have focused on generating textual requirement-based decoration designs while neglecting the problem of…

Multimedia · Computer Science 2023-10-12 He Zhang , Ying Sun , Weiyu Guo , Yafei Liu , Haonan Lu , Xiaodong Lin , Hui Xiong
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