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This paper considers the problem of generative novel view synthesis (GNVS), generating novel, plausible views of a scene given a limited number of known views. Here, we propose a set-based generative model that can simultaneously generate…

计算机视觉与模式识别 · 计算机科学 2024-07-29 Jason J. Yu , Tristan Aumentado-Armstrong , Fereshteh Forghani , Konstantinos G. Derpanis , Marcus A. Brubaker

X-ray imaging is a rapid and cost-effective tool for visualizing internal human anatomy. While multi-view X-ray imaging provides complementary information that enhances diagnosis, intervention, and education, acquiring images from multiple…

图像与视频处理 · 电气工程与系统科学 2025-10-21 Chun Xie , Yuichi Yoshii , Itaru Kitahara

The task of novel view synthesis aims to generate unseen perspectives of an object or scene from a limited set of input images. Nevertheless, synthesizing novel views from a single image still remains a significant challenge in the realm of…

计算机视觉与模式识别 · 计算机科学 2023-10-05 Yifan Jiang , Hao Tang , Jen-Hao Rick Chang , Liangchen Song , Zhangyang Wang , Liangliang Cao

Scene-level novel view synthesis (NVS) is fundamental to many vision and graphics applications. Recently, pose-conditioned diffusion models have led to significant progress by extracting 3D information from 2D foundation models, but these…

计算机视觉与模式识别 · 计算机科学 2024-08-23 Joseph Tung , Gene Chou , Ruojin Cai , Guandao Yang , Kai Zhang , Gordon Wetzstein , Bharath Hariharan , Noah Snavely

This paper explores the innovative application of Stable Video Diffusion (SVD), a diffusion model that revolutionizes the creation of dynamic video content from static images. As digital media and design industries accelerate, SVD emerges…

人机交互 · 计算机科学 2024-05-24 Elijah Miller , Thomas Dupont , Mingming Wang

We explore novel-view synthesis for dynamic scenes from monocular videos. Prior approaches rely on costly test-time optimization of 4D representations or do not preserve scene geometry when trained in a feed-forward manner. Our approach is…

计算机视觉与模式识别 · 计算机科学 2026-01-14 Kaihua Chen , Tarasha Khurana , Deva Ramanan

High Dynamic Range Novel View Synthesis (HDR NVS) seeks to learn an HDR 3D model from Low Dynamic Range (LDR) training images captured under conventional imaging conditions. Current methods primarily focus on static scenes, implicitly…

计算机视觉与模式识别 · 计算机科学 2026-01-29 Kaixuan Zhang , Zhipeng Xiong , Minxian Li , Mingwu Ren , Jiankang Deng , Xiatian Zhu

In this study, we propose two novel input processing paradigms for novel view synthesis (NVS) methods based on layered scene representations that significantly improve their runtime without compromising quality. Our approach identifies and…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Jonas Kohler , Nicolas Griffiths Sanchez , Luca Cavalli , Catherine Herold , Albert Pumarola , Alberto Garcia Garcia , Ali Thabet

Existing reconstruction-based novel view synthesis methods for driving scenes focus on synthesizing camera views along the recorded trajectory of the ego vehicle. Their image rendering performance will severely degrade on viewpoints falling…

计算机视觉与模式识别 · 计算机科学 2024-10-24 Qitai Wang , Lue Fan , Yuqi Wang , Yuntao Chen , Zhaoxiang Zhang

Novel view synthesis (NVS) is a challenging task in computer vision that involves synthesizing new views of a scene from a limited set of input images. Neural Radiance Fields (NeRF) have emerged as a powerful approach to address this…

计算机视觉与模式识别 · 计算机科学 2023-03-16 Shuja Khalid , Frank Rudzicz

We introduce Free3D, a simple accurate method for monocular open-set novel view synthesis (NVS). Similar to Zero-1-to-3, we start from a pre-trained 2D image generator for generalization, and fine-tune it for NVS. Compared to other works…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Chuanxia Zheng , Andrea Vedaldi

Recent progress in 3D reconstruction has enabled realistic 3D models from dense image captures, yet challenges persist with sparse views, often leading to artifacts in unseen areas. Recent works leverage Video Diffusion Models (VDMs) to…

计算机视觉与模式识别 · 计算机科学 2025-08-11 Wenbin Teng , Gonglin Chen , Haiwei Chen , Yajie Zhao

Recently, end-to-end robotic manipulation models have gained significant attention for their generalizability and scalability. However, they often suffer from limited robustness to camera viewpoint changes when training with a fixed camera.…

机器人学 · 计算机科学 2026-04-24 Songen Gu , Yuhang Zheng , Weize Li , Yupeng Zheng , Yating Feng , Xiang Li , Yilun Chen , Pengfei Li , Wenchao Ding

Novel view synthesis from a single input image is a challenging task, where the goal is to generate a new view of a scene from a desired camera pose that may be separated by a large motion. The highly uncertain nature of this synthesis task…

计算机视觉与模式识别 · 计算机科学 2023-08-23 Jason J. Yu , Fereshteh Forghani , Konstantinos G. Derpanis , Marcus A. Brubaker

In this paper, we propose an approach for synthesizing novel view images from a single RGBD (Red Green Blue-Depth) input. Novel view synthesis (NVS) is an interesting computer vision task with extensive applications. Methods using multiple…

计算机视觉与模式识别 · 计算机科学 2023-11-03 Congrui Hetang , Yuping Wang

We present Stable Video 4D (SV4D), a latent video diffusion model for multi-frame and multi-view consistent dynamic 3D content generation. Unlike previous methods that rely on separately trained generative models for video generation and…

计算机视觉与模式识别 · 计算机科学 2025-03-03 Yiming Xie , Chun-Han Yao , Vikram Voleti , Huaizu Jiang , Varun Jampani

Large-scale visuomotor policy learning is a promising approach toward developing generalizable manipulation systems. Yet, policies that can be deployed on diverse embodiments, environments, and observational modalities remain elusive. In…

机器人学 · 计算机科学 2025-06-03 Stephen Tian , Blake Wulfe , Kyle Sargent , Katherine Liu , Sergey Zakharov , Vitor Guizilini , Jiajun Wu

Novel view synthesis (NVS) is a cornerstone for image-to-3d creation. However, existing works still struggle to maintain consistency between the generated views and the input views, especially when there is a significant camera pose…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Xuying Zhang , Yupeng Zhou , Kai Wang , Yikai Wang , Zhen Li , Shaohui Jiao , Daquan Zhou , Qibin Hou , Ming-Ming Cheng

We present WildRayZer, a self-supervised framework for novel view synthesis (NVS) in dynamic environments where both the camera and objects move. Dynamic content breaks the multi-view consistency that static NVS models rely on, leading to…

计算机视觉与模式识别 · 计算机科学 2026-01-16 Xuweiyi Chen , Wentao Zhou , Zezhou Cheng

Novel view synthesis aims to synthesize new images from different viewpoints of given images. Most of previous works focus on generating novel views of certain objects with a fixed background. However, for some applications, such as virtual…

计算机视觉与模式识别 · 计算机科学 2018-02-21 Xiaochuan Yin , Henglai Wei , Penghong lin , Xiangwei Wang , Qijun Chen