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Controllable scene synthesis consists of generating 3D information that satisfy underlying specifications. Thereby, these specifications should be abstract, i.e. allowing easy user interaction, whilst providing enough interface for detailed…

计算机视觉与模式识别 · 计算机科学 2021-08-20 Helisa Dhamo , Fabian Manhardt , Nassir Navab , Federico Tombari

Scene synthesis is a challenging problem with several industrial applications. Recently, substantial efforts have been directed to synthesize the scene using human motions, room layouts, or spatial graphs as the input. However, few studies…

计算机视觉与模式识别 · 计算机科学 2023-10-25 An Vuong , Minh Nhat Vu , Toan Tien Nguyen , Baoru Huang , Dzung Nguyen , Thieu Vo , Anh Nguyen

Video generation has achieved impressive quality, but it still suffers from artifacts such as temporal inconsistency and violation of physical laws. Leveraging 3D scenes can fundamentally resolve these issues by providing precise control…

计算机视觉与模式识别 · 计算机科学 2024-12-02 Zhaofang Qian , Abolfazl Sharifi , Tucker Carroll , Ser-Nam Lim

We propose a novel task of text-controlled human object interaction generation in 3D scenes with movable objects. Existing human-scene interaction datasets suffer from insufficient interaction categories and typically only consider…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Xinhao Cai , Minghang Zheng , Xin Jin , Yang Liu

Neural fields have achieved impressive advancements in view synthesis and scene reconstruction. However, editing these neural fields remains challenging due to the implicit encoding of geometry and texture information. In this paper, we…

计算机视觉与模式识别 · 计算机科学 2023-09-08 Jingyu Zhuang , Chen Wang , Lingjie Liu , Liang Lin , Guanbin Li

Iteratively refining and critiquing sketches are crucial steps to developing effective designs. We introduce Scones, a mixed-initiative, machine-learning-driven system that enables users to iteratively author sketches from text…

人机交互 · 计算机科学 2020-05-19 Forrest Huang , Eldon Schoop , David Ha , John Canny

Realistic 3D indoor scene synthesis is vital for embodied AI and digital content creation. It can be naturally divided into two subtasks: object generation and layout generation. While recent generative models have significantly advanced…

计算机视觉与模式识别 · 计算机科学 2025-10-24 Xingjian Ran , Yixuan Li , Linning Xu , Mulin Yu , Bo Dai

Compositional scene reconstruction seeks to create object-centric representations rather than holistic scenes from real-world videos, which is natively applicable for simulation and interaction. Conventional compositional reconstruction…

计算机视觉与模式识别 · 计算机科学 2026-03-04 Chong Xia , Kai Zhu , Zizhuo Wang , Fangfu Liu , Zhizheng Zhang , Yueqi Duan

Recent progress in image and video synthesis has inspired their use in advancing 3D scene generation. However, we observe that text-to-image and -video approaches struggle to maintain scene- and object-level consistency beyond a limited…

计算机视觉与模式识别 · 计算机科学 2026-03-26 Manuel-Andreas Schneider , Angela Dai

We propose a systematic learning-based approach to the generation of massive quantities of synthetic 3D scenes and arbitrary numbers of photorealistic 2D images thereof, with associated ground truth information, for the purposes of…

计算机视觉与模式识别 · 计算机科学 2018-06-21 Chenfanfu Jiang , Siyuan Qi , Yixin Zhu , Siyuan Huang , Jenny Lin , Lap-Fai Yu , Demetri Terzopoulos , Song-Chun Zhu

We present WorldCanvas, a framework for promptable world events that enables rich, user-directed simulation by combining text, trajectories, and reference images. Unlike text-only approaches and existing trajectory-controlled image-to-video…

计算机视觉与模式识别 · 计算机科学 2025-12-19 Hanlin Wang , Hao Ouyang , Qiuyu Wang , Yue Yu , Yihao Meng , Wen Wang , Ka Leong Cheng , Shuailei Ma , Qingyan Bai , Yixuan Li , Cheng Chen , Yanhong Zeng , Xing Zhu , Yujun Shen , Qifeng Chen

Recent 3D world modeling systems based on generative scene synthesis, such as Marble, can create coherent and explorable 3D environments, yet their outputs are typically static monolithic assets with limited editability and physical…

计算机视觉与模式识别 · 计算机科学 2026-05-18 Jichen Hu , Jiawei Guo , Jiazhong Cen , Chen Yang , Sikuang Li , Wei Shen

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…

计算机视觉与模式识别 · 计算机科学 2022-07-26 Hong-Wing Pang , Yingshu Chen , Phuoc-Hieu Le , Binh-Son Hua , Duc Thanh Nguyen , Sai-Kit Yeung

We present a new, fast and flexible pipeline for indoor scene synthesis that is based on deep convolutional generative models. Our method operates on a top-down image-based representation, and inserts objects iteratively into the scene by…

计算机视觉与模式识别 · 计算机科学 2018-12-03 Daniel Ritchie , Kai Wang , Yu-an Lin

Modern machine learning models for scene understanding, such as depth estimation and object tracking, rely on large, high-quality datasets that mimic real-world deployment scenarios. To address data scarcity, we propose an end-to-end system…

计算机视觉与模式识别 · 计算机科学 2025-04-15 Sonia Laguna , Alberto Garcia-Garcia , Marie-Julie Rakotosaona , Stylianos Moschoglou , Leonhard Helminger , Sergio Orts-Escolano

We introduce Infinigen-Articulated, a toolkit for generating realistic, procedurally generated articulated assets for robotics simulation. We include procedural generators for 18 common articulated object categories along with high-level…

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,…

计算机视觉与模式识别 · 计算机科学 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

Skele-Code is a natural-language and graph-based interface for building workflows with AI agents, designed especially for less or non-technical users. It supports incremental, interactive notebook-style development, and each step is…

人工智能 · 计算机科学 2026-03-20 Sriram Gopalakrishnan

Synthesizing text-driven 3D human motion within realistic scenes requires learning both semantic intent ("walk to the couch") and physical feasibility (e.g., avoiding collisions). Current methods use generative frameworks that…

计算机视觉与模式识别 · 计算机科学 2026-02-25 Anindita Ghosh , Vladislav Golyanik , Taku Komura , Philipp Slusallek , Christian Theobalt , Rishabh Dabral

We present SceneNAT, a single-stage masked non-autoregressive Transformer that synthesizes complete 3D indoor scenes from natural language instructions through only a few parallel decoding passes, offering improved performance and…

计算机视觉与模式识别 · 计算机科学 2026-01-13 Jeongjun Choi , Yeonsoo Park , H. Jin Kim