A Universal 3D Voxel Descriptor for Solid-State Material Informatics with Deep Convolutional Neural Networks

A Universal 3D Voxel Descriptor for Solid-State Material Informatics with Deep Convolutional Neural Networks

Abstract Material informatics (MI) is a promising approach to liberate us from the time-consuming Edisonian (trial and error) process for material discoveries, driven by machine-learning algorithms. Several descriptors, which are encoded material features to feed computers, were proposed in the last...

Full description

Bibliographic Details
Main Authors:	Seiji Kajita, Nobuko Ohba, Ryosuke Jinnouchi, Ryoji Asahi
Format:	Article
Language:	English
Published:	Nature Portfolio 2017-12-01
Series:	Scientific Reports
Online Access:	https://doi.org/10.1038/s41598-017-17299-w

Similar Items

Identifying superionic conductors by materials informatics and high-throughput synthesis
by: Masato Matsubara, et al.
Published: (2020-02-01)

First-principles prediction of high oxygen-ion conductivity in trilanthanide gallates Ln3GaO6
by: Joohwi Lee, et al.
Published: (2019-12-01)

Multi Voxel Descriptor for 3D Texture Retrieval
by: Hero Yudo Martono
Published: (2016-08-01)

Multi Voxel Descriptor for 3D Texture Retrieval
by: Hero Yudo Martono
Published: (2016-08-01)

A Voxelized Fractal Descriptor for 3D Object Recognition
by: Jose Francisco Domenech, et al.
Published: (2020-01-01)

Creation of crystal structure reproducing X-ray diffraction pattern without using database
by: Joohwi Lee, et al.
Published: (2023-08-01)

Fast evaluation technique for the shear viscosity and ionic conductivity of electrolyte solutions
by: Takeshi Baba, et al.
Published: (2022-05-01)

Multi point-voxel convolution (MPVConv) for deep learning on point clouds
by: Zhou, Wei, et al.
Published: (2023)

INVARIANT DESCRIPTOR LEARNING USING A SIAMESE CONVOLUTIONAL NEURAL NETWORK
by: L. Chen, et al.
Published: (2016-06-01)

Descriptors for dielectric constants of perovskite-type oxides by materials informatics with first-principles density functional theory
by: Yusuke Noda, et al.
Published: (2020-01-01)

A Graph-Voxel Joint Convolution Neural Network for ALS Point Cloud Segmentation
by: Jinming Zhang, et al.
Published: (2020-01-01)

3D Surface Matching by a Voxel-Based Buffer-Weighted Binary Descriptor
by: Ruqin Zhou, et al.
Published: (2019-01-01)

Convolutional Neural Networks for Crystal Material Property Prediction Using Hybrid Orbital-Field Matrix and Magpie Descriptors
by: Zhuo Cao, et al.
Published: (2019-04-01)

Descriptor Matching for a Discrete Spherical Image With a Convolutional Neural Network
by: Yuhao Shan, et al.
Published: (2018-01-01)

Fall Detection in Videos With Trajectory-Weighted Deep-Convolutional Rank-Pooling Descriptor
by: Zhimeng Zhang, et al.
Published: (2019-01-01)

Automated detection of anterior cruciate ligament tears using a deep convolutional neural network
by: Yusuke Minamoto, et al.
Published: (2022-06-01)

Solid Waste Image Classification Using Deep Convolutional Neural Network
by: Nonso Nnamoko, et al.
Published: (2022-03-01)

Segmentation of pancreatic ductal adenocarcinoma (PDAC) and surrounding vessels in CT images using deep convolutional neural networks and texture descriptors
by: Tahereh Mahmoudi, et al.
Published: (2022-02-01)

Multiscale Residual Convolution Neural Network and Sector Descriptor-Based Road Detection Method
by: Jiguang Dai, et al.
Published: (2019-01-01)

VoxelMorph++: a convolutional neural network architecture for unsupervised CBCT to CT deformable image registration
by: Liu Dingqian, et al.
Published: (2022-01-01)

Hybrid deep neural network for Bangla automated image descriptor
by: Md Asifuzzaman Jishan, et al.
Published: (2020-07-01)

Formation energy prediction of crystalline compounds using deep convolutional network learning on voxel image representation
by: Ali Davariashtiyani, et al.
Published: (2023-12-01)

Practical application of quantum neural network to materials informatics
by: Hirotoshi Hirai
Published: (2024-04-01)

SurfCNN: A Descriptor Accelerated Convolutional Neural Network for Image-Based Indoor Localization
by: Ahmed M. Elmoogy, et al.
Published: (2020-01-01)

Novel 3D local feature descriptor of point clouds based on spatial voxel homogenization for feature matching
by: Jiong Yang, et al.
Published: (2023-09-01)

Improvement of One-Shot-Learning by Integrating a Convolutional Neural Network and an Image Descriptor into a Siamese Neural Network
by: Jaime Duque Domingo, et al.
Published: (2021-08-01)

Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution
by: Tang, Haotian, et al.
Published: (2022)

Dynamic PET Image Denoising Using Deep Convolutional Neural Networks Without Prior Training Datasets
by: Fumio Hashimoto, et al.
Published: (2019-01-01)

Cotton plant part 3D segmentation and architectural trait extraction using point voxel convolutional neural networks
by: Farah Saeed, et al.
Published: (2023-03-01)

LV-GCNN: A lossless voxelization integrated graph convolutional neural network for surface reconstruction from point clouds
by: Hangbin Wu, et al.
Published: (2021-12-01)

SIFT-CNN: When Convolutional Neural Networks Meet Dense SIFT Descriptors for Image and Sequence Classification
by: Dimitrios Tsourounis, et al.
Published: (2022-09-01)

Local Descriptor Learning for Change Detection in Synthetic Aperture Radar Images via Convolutional Neural Networks
by: Huihui Dong, et al.
Published: (2019-01-01)

Voxel generation. Raising awareness for informatics and society among high-school pupils through a game-design project
by: Vera Schwarz, et al.
Published: (2020-03-01)

Physical descriptor for the Gibbs energy of inorganic crystalline solids and temperature-dependent materials chemistry
by: Christopher J. Bartel, et al.
Published: (2018-10-01)

An automated materials and processes identification tool for material informatics using deep learning approach
by: Miah, M. Saef Ullah, et al.
Published: (2023)

An automated materials and processes identification tool for material informatics using deep learning approach
by: M. Saef Ullah Miah, et al.
Published: (2023-09-01)

A GPU-Based Framework for Generating Implicit Datasets of Voxelized Polygonal Models for the Training of 3D Convolutional Neural Networks
by: Carlos J. Ogayar-Anguita, et al.
Published: (2020-01-01)

End-to-end convolutional neural network for automatic encoding facial descriptor (N-CNN) in the diagnosis of intrauterine distress
by: N. V. Korotaeva, et al.
Published: (2023-10-01)

Inverse Design of Digital Materials Using Corrected Generative Deep Neural Network and Generative Deep Convolutional Neural Network
by: Zhi Wan, et al.
Published: (2023-01-01)

Material Recognition Method Based on Attention Mechanism and Deep Convolutional Neural Network
by: XU Hua-jie, YANG Yang, LI Gui-lan
Published: (2021-10-01)