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We consider the problem of reconstructing rank-one matrices from random linear measurements, a task that appears in a variety of problems in signal processing, statistics, and machine learning. In this paper, we focus on the Alternating…

机器学习 · 计算机科学 2022-04-26 Kiryung Lee , Dominik Stöger

In this work, a Bayesian model calibration framework is presented that utilizes goal-oriented a-posterior error estimates in quantities of interest (QoIs) for classes of high-fidelity models characterized by PDEs. It is shown that for a…

数值分析 · 数学 2022-09-28 Prashant K. Jha , J. Tinsley Oden

This paper presents a new system to obtain dense object reconstructions along with 6-DoF poses from a single image. Geared towards high fidelity reconstruction, several recent approaches leverage implicit surface representations and deep…

计算机视觉与模式识别 · 计算机科学 2020-04-28 Aniket Pokale , Aditya Aggarwal , K. Madhava Krishna

Beam orientation optimization (BOO) is a key component in the process of IMRT treatment planning. It determines to what degree one can achieve a good treatment plan quality in the subsequent plan optimization process. In this paper, we have…

医学物理 · 物理学 2015-05-27 Xun Jia , Chunhua Men , Yifei Lou , Steve B. Jiang

Neural approaches have shown a significant progress on camera-based reconstruction. But they require either a fairly dense sampling of the viewing sphere, or pre-training on an existing dataset, thereby limiting their generalizability. In…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Mohammed Brahimi , Bjoern Haefner , Zhenzhang Ye , Bastian Goldluecke , Daniel Cremers

With the advent of infrared long-baseline interferometers with more than two telescopes, both the size and the completeness of interferometric data sets have significantly increased, allowing images based on models with no a priori…

天体物理仪器与方法 · 物理学 2015-05-28 Stéphanie Renard , Eric Thiébaut , Fabien Malbet

Bayesian Optimization is a widely used method for optimizing expensive black-box functions, relying on probabilistic surrogate models such as Gaussian Processes. The quality of the surrogate model is crucial for good optimization…

机器学习 · 计算机科学 2025-12-16 Carl Hvarfner , David Eriksson , Eytan Bakshy , Max Balandat

This work proposes a novel multi-objective optimization approach that globally finds a representative non-inferior set of solutions, also known as Pareto-optimal solutions, by automatically formulating and solving a sequence of weighted sum…

最优化与控制 · 数学 2023-12-11 Marcos M. Raimundo , Paulo A. V. Ferreira , Fernando J. Von Zuben

This work proposes a novel multi-objective optimization approach that globally finds a representative non-inferior set of solutions, also known as Pareto-optimal solutions, by automatically formulating and solving a sequence of weighted sum…

最优化与控制 · 数学 2023-12-11 Marcos M. Raimundo , Fernando J. Von Zuben

Photometric bundle adjustment (PBA) is widely used in estimating the camera pose and 3D geometry by assuming a Lambertian world. However, the assumption of photometric consistency is often violated since the non-diffuse reflection is common…

机器人学 · 计算机科学 2024-09-19 Lei Cheng , Junpeng Hu , Haodong Yan , Mariia Gladkova , Tianyu Huang , Yun-Hui Liu , Daniel Cremers , Haoang Li

Radiance fields including NeRFs and 3D Gaussians demonstrate great potential in high-fidelity rendering and scene reconstruction, while they require a substantial number of posed images as inputs. COLMAP is frequently employed for…

计算机视觉与模式识别 · 计算机科学 2025-04-30 Zhirui Gao , Renjiao Yi , Chenyang Zhu , Ke Zhuang , Wei Chen , Kai Xu

We have shown that the vector of the point spread function (PSF) lexicographical presentation belongs to the left side conjugated null space (NS) of the autoregression (AR) matrix operator on condition the AR parameters are common for…

计算机视觉与模式识别 · 计算机科学 2015-03-02 Yuriy A. Bunyak , Roman N. Kvetnyy , Olga Yu. Sofina

Camera calibration plays a critical role in various computer vision tasks such as autonomous driving or augmented reality. Widely used camera calibration tools utilize plane pattern based methodology, such as using a chessboard or AprilTag…

计算机视觉与模式识别 · 计算机科学 2021-11-02 Yuzhuo Ren , Feng Hu

The advancement of simulation-assisted robot programming, automation of high-tolerance assembly operations, and improvement of real-world performance engender a need for positionally accurate robots. Despite tight machining tolerances, good…

机器人学 · 计算机科学 2019-08-21 Karl Van Wyk , Joe Falco , Geraldine Cheok

Existing 3D human pose estimation models suffer performance drop when applying to new scenarios with unseen poses due to their limited generalizability. In this work, we propose a novel framework, Inference Stage Optimization (ISO), for…

计算机视觉与模式识别 · 计算机科学 2020-07-07 Jianfeng Zhang , Xuecheng Nie , Jiashi Feng

We propose a model-based image reconstruction method for photoacoustic tomography(PAT) involving a novel form of regularization and demonstrate its ability to recover good quality images from significantly reduced size datasets. The…

图像与视频处理 · 电气工程与系统科学 2020-12-29 Nadaparambil Aravindakshan Rejesh , Sandeep Kumar Kalva , Manojit Pramanik , Muthuvel Arigovindan

This paper presents a novel preconditioning strategy for the classic 8-point algorithm (8-PA) for estimating an essential matrix from 360-FoV images (i.e., equirectangular images) in spherical projection. To alleviate the effect of uneven…

计算机视觉与模式识别 · 计算机科学 2021-04-23 Bolivar Solarte , Chin-Hsuan Wu , Kuan-Wei Lu , Min Sun , Wei-Chen Chiu , Yi-Hsuan Tsai

We develop a Bayesian approach called Bayesian projected calibration to address the problem of calibrating an imperfect computer model using observational data from a complex physical system. The calibration parameter and the physical…

统计方法学 · 统计学 2019-02-08 Fangzheng Xie , Yanxun Xu

Accurate 6D pose estimation of 3D objects is a fundamental task in computer vision, and current research typically predicts the 6D pose by establishing correspondences between 2D image features and 3D model features. However, these methods…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Junbo Li , Weimin Yuan , Yinuo Wang , Yue Zeng , Shihao Shu , Cai Meng , Xiangzhi Bai

Among all tissue imaging modalities, photo-acoustic tomography (PAT) has been getting increasing attention in the recent past due to the fact that it has high contrast, high penetrability, and has capability of retrieving high resolution.…

图像与视频处理 · 电气工程与系统科学 2021-05-20 Nadaparambil Aravindakshan Rejesh , Muthuvel Arigovindan