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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…

计算机视觉与模式识别 · 计算机科学 2021-04-05 Xinpeng Wang , Chandan Yeshwanth , Matthias Nießner

As AI systems move into high stakes domains such as legal reasoning, medical diagnosis, and financial decision making, regulators and practitioners increasingly demand auditability. Auditability means the ability to trace exactly what each…

人工智能 · 计算机科学 2026-01-05 Xin Guan , Yunshan Li , Zekun Wu , Ruibo Zhang

This paper presents a real-time generative drawing system that interprets and integrates both formal intent - the structural, compositional, and stylistic attributes of a sketch - and contextual intent - the semantic and thematic meaning…

计算机视觉与模式识别 · 计算机科学 2025-08-28 Jookyung Song , Mookyoung Kang , Nojun Kwak

Environment designers in the entertainment industry create imaginative 2D and 3D scenes for games, films, and television, requiring both fine-grained control of specific details and consistent global coherence. Designers have increasingly…

人机交互 · 计算机科学 2025-09-03 Wen-Fan Wang , Ting-Ying Lee , Chien-Ting Lu , Che-Wei Hsu , Nil Ponsa Campanyà , Yu Chen , Mike Y. Chen , Bing-Yu Chen

Character animation in real-world scenarios necessitates a variety of constraints, such as trajectories, key-frames, interactions, etc. Existing methodologies typically treat single or a finite set of these constraint(s) as separate control…

计算机视觉与模式识别 · 计算机科学 2024-05-30 Hanchao Liu , Xiaohang Zhan , Shaoli Huang , Tai-Jiang Mu , Ying Shan

Recent text-to-image generation methods provide a simple yet exciting conversion capability between text and image domains. While these methods have incrementally improved the generated image fidelity and text relevancy, several pivotal…

计算机视觉与模式识别 · 计算机科学 2022-03-25 Oran Gafni , Adam Polyak , Oron Ashual , Shelly Sheynin , Devi Parikh , Yaniv Taigman

We live in a 3D world, performing activities and interacting with objects in the indoor environments everyday. Indoor scenes are the most familiar and essential environments in everyone's life. In the virtual world, 3D indoor scenes are…

图形学 · 计算机科学 2017-06-30 Rui Ma

We introduce the task of predicting functional 3D scene graphs for real-world indoor environments from posed RGB-D images. Unlike traditional 3D scene graphs that focus on spatial relationships of objects, functional 3D scene graphs capture…

计算机视觉与模式识别 · 计算机科学 2025-03-26 Chenyangguang Zhang , Alexandros Delitzas , Fangjinhua Wang , Ruida Zhang , Xiangyang Ji , Marc Pollefeys , Francis Engelmann

Graphical user interface (UI) software has undergone a fundamental transformation from traditional two-dimensional (2D) desktop/web/mobile interfaces to spatial three-dimensional (3D) environments. While existing work has made remarkable…

计算机视觉与模式识别 · 计算机科学 2025-12-18 Shuqing Li , Anson Y. Lam , Yun Peng , Wenxuan Wang , Michael R. Lyu

Recent agentic frameworks for 3D scene synthesis have advanced realism and diversity by integrating heterogeneous generation and editing tools. These tools are organized into workflows orchestrated by an off-the-shelf LLM. Current…

计算机视觉与模式识别 · 计算机科学 2026-04-23 Yun He , Kelin Yu , Matthias Zwicker

We present Blocks2World, a novel method for 3D scene rendering and editing that leverages a two-step process: convex decomposition of images and conditioned synthesis. Our technique begins by extracting 3D parallelepipeds from various…

计算机视觉与模式识别 · 计算机科学 2023-07-14 Vaibhav Vavilala , Seemandhar Jain , Rahul Vasanth , Anand Bhattad , David Forsyth

Reconstructing physically stable 3D scenes from a single RGB image enables casual images to be converted into simulation-ready digital assets for applications such as immersive interaction and content creation. However, existing…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Xiaoxuan Ma , Jiashun Wang , Nicolas Ugrinovic , Yehonathan Litman , Kris Kitani

3D indoor scene generation conditioned on short textual descriptions provides a promising avenue for interactive 3D environment construction without the need for labor-intensive layout specification. Despite recent progress in…

计算机视觉与模式识别 · 计算机科学 2026-04-09 Jie Feng , Jiawei Shen , Junjia Huang , Junpeng Zhang , Mingtao Feng , Weisheng Dong , Guanbin Li

Existing 4D synthesis methods primarily focus on object-level generation or dynamic scene synthesis with limited novel views, restricting their ability to generate multi-view consistent and immersive dynamic 4D scenes. To address these…

计算机视觉与模式识别 · 计算机科学 2025-06-25 Junwei Zhou , Xueting Li , Lu Qi , Ming-Hsuan Yang

Developing deep neural networks to generate 3D scenes is a fundamental problem in neural synthesis with immediate applications in architectural CAD, computer graphics, as well as in generating virtual robot training environments. This task…

计算机视觉与模式识别 · 计算机科学 2021-09-02 Haitao Yang , Zaiwei Zhang , Siming Yan , Haibin Huang , Chongyang Ma , Yi Zheng , Chandrajit Bajaj , Qixing Huang

The modeling of industrial scenes is essential for simulations in industrial manufacturing. While large language models (LLMs) have shown significant progress in generating general 3D scenes from textual descriptions, generating industrial…

计算与语言 · 计算机科学 2025-06-27 Xiao Xia , Dan Zhang , Zibo Liao , Zhenyu Hou , Tianrui Sun , Jing Li , Ling Fu , Yuxiao Dong

Understanding 3D scenes goes beyond simply recognizing objects; it requires reasoning about the spatial and semantic relationships between them. Current 3D scene-language models often struggle with this relational understanding,…

计算机视觉与模式识别 · 计算机科学 2025-12-09 Jintang Xue , Ganning Zhao , Jie-En Yao , Hong-En Chen , Yue Hu , Meida Chen , Suya You , C. -C. Jay Kuo

Systems which incrementally create 3D semantic maps from image sequences must store and update representations of both geometry and semantic entities. However, while there has been much work on the correct formulation for geometrical…

计算机视觉与模式识别 · 计算机科学 2019-03-19 Shuaifeng Zhi , Michael Bloesch , Stefan Leutenegger , Andrew J. Davison

Creating interactive scenes often involves complex programming tasks. Although large language models (LLMs) like ChatGPT can generate code from natural language, their output is often error-prone, particularly when scripting interactions…

人机交互 · 计算机科学 2025-02-10 Hui Ye , Chufeng Xiao , Jiaye Leng , Pengfei Xu , Hongbo Fu

Recent advancements in video generation models have significantly improved their ability to follow text prompts. However, the customization of dynamic visual effects, defined as temporally evolving and appearance-driven visual phenomena…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Rui Zhao , Mike Zheng Shou