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Significant geometric structures can be compactly described by global wireframes in the estimation of 3D room layout from a single panoramic image. Based on this observation, we present an alternative approach to estimate the walls in 3D…

计算机视觉与模式识别 · 计算机科学 2022-07-20 Yining Zhao , Chao Wen , Zhou Xue , Yue Gao

We propose an algorithm to predict room layout from a single image that generalizes across panoramas and perspective images, cuboid layouts and more general layouts (e.g. L-shape room). Our method operates directly on the panoramic image,…

计算机视觉与模式识别 · 计算机科学 2018-03-28 Chuhang Zou , Alex Colburn , Qi Shan , Derek Hoiem

Recent approaches for predicting layouts from 360 panoramas produce excellent results. These approaches build on a common framework consisting of three steps: a pre-processing step based on edge-based alignment, prediction of layout…

计算机视觉与模式识别 · 计算机科学 2020-12-29 Chuhang Zou , Jheng-Wei Su , Chi-Han Peng , Alex Colburn , Qi Shan , Peter Wonka , Hung-Kuo Chu , Derek Hoiem

This paper presents a method of estimating the geometry of a room and the 3D pose of objects from a single 360-degree panorama image. Assuming Manhattan World geometry, we formulate the task as a Bayesian inference problem in which we…

计算机视觉与模式识别 · 计算机科学 2016-10-03 Jiu Xu , Bjorn Stenger , Tommi Kerola , Tony Tung

Predicting 3D room layout from single image is a challenging task with many applications. In this paper, we propose a new training and post-processing method for 3D room layout estimation, built on a recent state-of-the-art 3D room layout…

计算机视觉与模式识别 · 计算机科学 2020-09-08 Dongho Choi

Coarse room layout estimation provides important geometric cues for many downstream tasks. Current state-of-the-art methods are predominantly based on single views and often assume panoramic images. We introduce PixCuboid, an…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Gustav Hanning , Kalle Åström , Viktor Larsson

Spherical cameras capture scenes in a holistic manner and have been used for room layout estimation. Recently, with the availability of appropriate datasets, there has also been progress in depth estimation from a single omnidirectional…

计算机视觉与模式识别 · 计算机科学 2022-06-24 Nikolaos Zioulis , Federico Alvarez , Dimitrios Zarpalas , Petros Daras

We study the problem of estimating room layouts from a single panorama image. Most former works have two stages: feature extraction and parametric model fitting. Here we propose an end-to-end method that directly predicts parametric layouts…

计算机视觉与模式识别 · 计算机科学 2021-12-22 Hao Zhao , Rene Ranftl , Yurong Chen , Hongbin Zha

We present a novel approach to align partial 3D reconstructions which may not have substantial overlap. Using floorplan priors, our method jointly predicts a room layout and estimates the transformations from a set of partial 3D data.…

计算机视觉与模式识别 · 计算机科学 2019-12-04 Cheng Lin , Changjian Li , Wenping Wang

In this paper, we propose a novel procedure for 3D layout recovery of indoor scenes from single 360 degrees panoramic images. With such images, all scene is seen at once, allowing to recover closed geometries. Our method combines…

计算机视觉与模式识别 · 计算机科学 2018-06-22 Clara Fernandez-Labrador , Alejandro Perez-Yus , Gonzalo Lopez-Nicolas , Jose J. Guerrero

Accurately estimating the 3D layout of rooms is a crucial task in computer vision, with potential applications in robotics, augmented reality, and interior design. This paper proposes a novel model, PanoTPS-Net, to estimate room layout from…

计算机视觉与模式识别 · 计算机科学 2025-10-15 Hatem Ibrahem , Ahmed Salem , Qinmin Vivian Hu , Guanghui Wang

In this paper, we will demonstrate how Manhattan structure can be exploited to transform the Simultaneous Localization and Mapping (SLAM) problem, which is typically solved by a nonlinear optimization over feature positions, into a model…

机器人学 · 计算机科学 2019-01-23 Armon Shariati , Bernd Pfrommer , Camillo J. Taylor

This paper describes an approach to automatically extracting floor plans from the kinds of incomplete measurements that could be acquired by an autonomous mobile robot. The approach proceeds by reasoning about extended structural layout…

计算机视觉与模式识别 · 计算机科学 2018-11-20 Armon Shariati , Bernd Pfrommer , Camillo J. Taylor

A Manhattan world lying along cuboid buildings is useful for camera angle estimation. However, accurate and robust angle estimation from fisheye images in the Manhattan world has remained an open challenge because general scene images tend…

计算机视觉与模式识别 · 计算机科学 2024-09-23 Nobuhiko Wakai , Satoshi Sato , Yasunori Ishii , Takayoshi Yamashita

Many man-made objects have intrinsic symmetries and Manhattan structure. By assuming an orthographic projection model, this paper addresses the estimation of 3D structures and camera projection using symmetry and/or Manhattan structure…

计算机视觉与模式识别 · 计算机科学 2017-03-30 Yuan Gao , Alan L. Yuille

Gaussian Splatting SLAMs have made significant advancements in improving the efficiency and fidelity of real-time reconstructions. However, these systems often encounter incomplete reconstructions in complex indoor environments,…

机器人学 · 计算机科学 2026-01-13 Shuhong Liu , Tianchen Deng , Heng Zhou , Liuzhuozheng Li , Hongyu Wang , Danwei Wang , Mingrui Li

One major goal of vision is to infer physical models of objects, surfaces, and their layout from sensors. In this paper, we aim to interpret indoor scenes from one RGBD image. Our representation encodes the layout of walls, which must…

计算机视觉与模式识别 · 计算机科学 2017-08-21 Ruiqi Guo , Chuhang Zou , Derek Hoiem

We present the first self-supervised method to train panoramic room layout estimation models without any labeled data. Unlike per-pixel dense depth that provides abundant correspondence constraints, layout representation is sparse and…

计算机视觉与模式识别 · 计算机科学 2022-03-31 Hao-Wen Ting , Cheng Sun , Hwann-Tzong Chen

This paper provides a comprehensive survey on pioneer and state-of-the-art 3D scene geometry estimation methodologies based on single, two, or multiple images captured under the omnidirectional optics. We first revisit the basic concepts of…

计算机视觉与模式识别 · 计算机科学 2024-01-18 Thiago Lopes Trugillo da Silveira , Paulo Gamarra Lessa Pinto , Jeffri Erwin Murrugarra Llerena , Claudio Rosito Jung

We present a new approach to the problem of estimating the 3D room layout from a single panoramic image. We represent room layout as three 1D vectors that encode, at each image column, the boundary positions of floor-wall and ceiling-wall,…

计算机视觉与模式识别 · 计算机科学 2019-04-09 Cheng Sun , Chi-Wei Hsiao , Min Sun , Hwann-Tzong Chen
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