Single image 3D object reconstruction based on deep learning: A review

K Fu, J Peng, Q He, H Zhang - Multimedia Tools and Applications, 2021 - Springer
The reconstruction of 3D object from a single image is an important task in the field of
computer vision. In recent years, 3D reconstruction of single image using deep learning …

Monoscene: Monocular 3d semantic scene completion

AQ Cao, R De Charette - … of the IEEE/CVF Conference on …, 2022 - openaccess.thecvf.com
MonoScene proposes a 3D Semantic Scene Completion (SSC) framework, where the dense
geometry and semantics of a scene are inferred from a single monocular RGB image …

Spatio-temporal self-supervised representation learning for 3d point clouds

S Huang, Y Xie, SC Zhu, Y Zhu - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
To date, various 3D scene understanding tasks still lack practical and generalizable pre-
trained models, primarily due to the intricate nature of 3D scene understanding tasks and …

Kimera: From SLAM to spatial perception with 3D dynamic scene graphs

A Rosinol, A Violette, M Abate… - … Journal of Robotics …, 2021 - journals.sagepub.com
Humans are able to form a complex mental model of the environment they move in. This
mental model captures geometric and semantic aspects of the scene, describes the …

Imvoxelnet: Image to voxels projection for monocular and multi-view general-purpose 3d object detection

D Rukhovich, A Vorontsova… - Proceedings of the …, 2022 - openaccess.thecvf.com
In this paper, we introduce the task of multi-view RGB-based 3D object detection as an end-
to-end optimization problem. To address this problem, we propose ImVoxelNet, a novel fully …

Ndc-scene: Boost monocular 3d semantic scene completion in normalized device coordinates space

J Yao, C Li, K Sun, Y Cai, H Li, W Ouyang… - 2023 IEEE/CVF …, 2023 - computer.org
Abstract Monocular 3D Semantic Scene Completion (SSC) has garnered significant
attention in recent years due to its potential to predict complex semantics and geometry …

3d-future: 3d furniture shape with texture

H Fu, R Jia, L Gao, M Gong, B Zhao, S Maybank… - International Journal of …, 2021 - Springer
The 3D CAD shapes in current 3D benchmarks are mostly collected from online model
repositories. Thus, they typically have insufficient geometric details and less informative …

3d scene graph: A structure for unified semantics, 3d space, and camera

I Armeni, ZY He, JY Gwak, AR Zamir… - Proceedings of the …, 2019 - openaccess.thecvf.com
A comprehensive semantic understanding of a scene is important for many applications-but
in what space should diverse semantic information (eg, objects, scene categories, material …

Total3dunderstanding: Joint layout, object pose and mesh reconstruction for indoor scenes from a single image

Y Nie, X Han, S Guo, Y Zheng… - Proceedings of the …, 2020 - openaccess.thecvf.com
Semantic reconstruction of indoor scenes refers to both scene understanding and object
reconstruction. Existing works either address one part of this problem or focus on …

Structured3d: A large photo-realistic dataset for structured 3d modeling

J Zheng, J Zhang, J Li, R Tang, S Gao… - Computer Vision–ECCV …, 2020 - Springer
Recently, there has been growing interest in developing learning-based methods to detect
and utilize salient semi-global or global structures, such as junctions, lines, planes, cuboids …