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In this paper, we propose an end-end model for producing furniture layout for interior scene synthesis from the random vector. This proposed model is aimed to support professional interior designers to produce the interior decoration…

Computer Vision and Pattern Recognition · Computer Science 2020-12-17 Xinhan Di , Pengqian Yu , Danfeng Yang , Hong Zhu , Changyu Sun , YinDong Liu

Efficient authoring of vast virtual environments hinges on algorithms that are able to automatically generate content while also being controllable. We propose a method to automatically generate furniture layouts for indoor environments.…

Computer Vision and Pattern Recognition · Computer Science 2019-01-28 Paul Henderson , Kartic Subr , Vittorio Ferrari

In this paper, we propose an adversarial model for producing furniture layout for interior scene synthesis when the interior room is rotated. The proposed model combines a conditional adversarial network, a rotation module, a mode module,…

Computer Vision and Pattern Recognition · Computer Science 2020-07-08 Xinhan Di , Pengqian Yu , Hong Zhu , Lei Cai , Qiuyan Sheng , Changyu Sun

Interior design allows us to be who we are and live how we want - each design is as unique as our distinct personality. However, it is not trivial for non-professionals to express and materialize this since it requires aligning functional…

Artificial Intelligence · Computer Science 2025-10-22 Ata Çelen , Guo Han , Konrad Schindler , Luc Van Gool , Iro Armeni , Anton Obukhov , Xi Wang

This paper introduces a system for generating interior design layouts based on user inputs, such as room type, style, and furniture preferences. CLIP extracts relevant furniture from a dataset, and a layout that contains furniture and a…

Graphics · Computer Science 2025-08-26 Reema Alshehri , Rawan Alotaibi , Leen Almasri , Rawan Altaweel

Furnishing and rendering indoor scenes has been a long-standing task for interior design, where artists create a conceptual design for the space, build a 3D model of the space, decorate, and then perform rendering. Although the task is…

Computer Vision and Pattern Recognition · Computer Science 2022-07-26 Hong-Wing Pang , Yingshu Chen , Phuoc-Hieu Le , Binh-Son Hua , Duc Thanh Nguyen , Sai-Kit Yeung

We address the task of indoor scene generation by generating a sequence of objects, along with their locations and orientations conditioned on a room layout. Large-scale indoor scene datasets allow us to extract patterns from user-designed…

Computer Vision and Pattern Recognition · Computer Science 2021-04-05 Xinpeng Wang , Chandan Yeshwanth , Matthias Nießner

We present a data-driven approach that colorizes 3D furniture models and indoor scenes by leveraging indoor images on the internet. Our approach is able to colorize the furniture automatically according to an example image. The core is to…

Graphics · Computer Science 2017-03-01 Jie Zhu , Yanwen Guo , Han Ma

In this paper, we propose a multiple-domain model for producing a custom-size furniture layout in the interior scene. This model is aimed to support professional interior designers to produce interior decoration solutions with custom-size…

Computer Vision and Pattern Recognition · Computer Science 2020-12-16 Xinhan Di , Pengqian Yu , Danfeng Yang , Hong Zhu , Changyu Sun , YinDong Liu

The advancement of Embodied AI heavily relies on large-scale, simulatable 3D scene datasets characterized by scene diversity and realistic layouts. However, existing datasets typically suffer from limitations in data scale or diversity,…

Computer Vision and Pattern Recognition · Computer Science 2026-04-29 Weipeng Zhong , Peizhou Cao , Yichen Jin , Li Luo , Wenzhe Cai , Jingli Lin , Hanqing Wang , Zhaoyang Lyu , Tai Wang , Bo Dai , Xudong Xu , Jiangmiao Pang

We present a structured graph variational autoencoder for generating the layout of indoor 3D scenes. Given the room type (e.g., living room or library) and the room layout (e.g., room elements such as floor and walls), our architecture…

Computer Vision and Pattern Recognition · Computer Science 2022-07-27 Aditya Chattopadhyay , Xi Zhang , David Paul Wipf , Himanshu Arora , Rene Vidal

In this paper, we address the problem of conditional scene decoration for 360-degree images. Our method takes a 360-degree background photograph of an indoor scene and generates decorated images of the same scene in the panorama view. To do…

Computer Vision and Pattern Recognition · Computer Science 2023-07-20 Ka Chun Shum , Hong-Wing Pang , Binh-Son Hua , Duc Thanh Nguyen , Sai-Kit Yeung

Indoor scene recognition is a multi-faceted and challenging problem due to the diverse intra-class variations and the confusing inter-class similarities. This paper presents a novel approach which exploits rich mid-level convolutional…

Computer Vision and Pattern Recognition · Computer Science 2016-06-29 Salman H. Khan , Munawar Hayat , Mohammed Bennamoun , Roberto Togneri , Ferdous Sohel

Automatic indoor layout generation has attracted increasing attention due to its potential in interior design, virtual environment construction, and embodied AI. Existing methods fall into two categories: prompt-driven approaches that…

Computer Vision and Pattern Recognition · Computer Science 2025-09-22 Yixuan Yang , Zhen Luo , Tongsheng Ding , Junru Lu , Mingqi Gao , Jinyu Yang , Victor Sanchez , Feng Zheng

In the industrial interior design process, professional designers plan the furniture layout to achieve a satisfactory 3D design for selling. In this paper, we explore the interior graphics scenes design task as a Markov decision process…

Computer Vision and Pattern Recognition · Computer Science 2021-02-19 Xinhan Di , Pengqian Yu

We address the problem of indoor layout synthesis, which is a topic of continuing research interest in computer graphics. The newest works made significant progress using data-driven generative methods; however, these approaches rely on…

Graphics · Computer Science 2022-10-25 Kurt Leimer , Paul Guerrero , Tomer Weiss , Przemyslaw Musialski

Indoor scene synthesis involves automatically picking and placing furniture appropriately on a floor plan, so that the scene looks realistic and is functionally plausible. Such scenes can serve as homes for immersive 3D experiences, or be…

Computer Vision and Pattern Recognition · Computer Science 2023-06-05 Jingyu Liu , Wenhan Xiong , Ian Jones , Yixin Nie , Anchit Gupta , Barlas Oğuz

Various tasks in decision making and decision support systems require selecting a preferred subset of a given set of items. Here we focus on problems where the individual items are described using a set of characterizing attributes, and a…

Artificial Intelligence · Computer Science 2014-01-16 Maxim Binshtok , Ronen I. Brafman , Carmel Domshlak , Solomon Eyal Shimony

The representation of the personal context is complex and essential to improve the help machines can give to humans for making sense of the world, and the help humans can give to machines to improve their efficiency. We aim to design a…

Artificial Intelligence · Computer Science 2021-08-19 Fausto Giunchiglia , Marcelo Rodas Britez , Andrea Bontempelli , Xiaoyue Li

Traditional indoor scene synthesis methods often take a two-step approach: object selection and object arrangement. Current state-of-the-art object selection approaches are based on convolutional neural networks (CNNs) and can produce…

Graphics · Computer Science 2020-03-17 Yu He , Yun Cai , Yuan-Chen Guo , Zheng-Ning Liu , Shao-Kui Zhang , Song-Hai Zhang , Hong-Bo Fu , Sheng-Yong Chen
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