Application of generative adversarial neural networks for the formation of databases in scanning tunneling microscopy

Application of generative adversarial neural networks for the formation of databases in scanning tunneling microscopy

We discuss the development of a technique for automatic generation of databases of images obtained with a scanning tunneling microscope. An analysis of state-of-the-art methods and means of automatic processing of images obtained from probe and electron microscopes is carried out. We proposed using...

Full description

Bibliographic Details
Main Authors:	T.E. Shelkovnikova, S.F. Egorov, P.V. Gulyaev
Format:	Article
Language:	English
Published:	Samara National Research University 2023-04-01
Series:	Компьютерная оптика
Subjects:	stm-image generative adversarial neural networks automatic generation method database convolution
Online Access:	https://computeroptics.ru/eng/KO/Annot/KO47-2/470214e.html

Similar Items

AutoGAN: An Automated Human-Out-of-the-Loop Approach for Training Generative Adversarial Networks
by: Ehsan Nazari, et al.
Published: (2023-02-01)

Adversarial Attack for SAR Target Recognition Based on UNet-Generative Adversarial Network
by: Chuan Du, et al.
Published: (2021-10-01)

Universal Adversarial Training Using Auxiliary Conditional Generative Model-Based Adversarial Attack Generation
by: Hiskias Dingeto, et al.
Published: (2023-07-01)

DeepAIA: An Automatic Image Annotation Model Based on Generative Adversarial Networks and Transfer Learning
by: Abeer Alshehri, et al.
Published: (2022-01-01)

Generative Adversarial Networks in Retinal Image Classification
by: Francesco Mercaldo, et al.
Published: (2023-09-01)

Exploring generative adversarial networks and adversarial training
by: Afia Sajeeda, et al.
Published: (2022-06-01)

An MRI Scans-Based Alzheimer’s Disease Detection via Convolutional Neural Network and Transfer Learning
by: Kwok Tai Chui, et al.
Published: (2022-06-01)

Adversarial Learning for Invertible Steganography
by: Ching-Chun Chang
Published: (2020-01-01)

Unsupervised Generation and Synthesis of Facial Images via an Auto-Encoder-Based Deep Generative Adversarial Network
by: Jeong gi Kwak, et al.
Published: (2020-03-01)

Spin-Polarized Scanning Tunneling Microscopy: Breakthroughs and Highlights
by: Matthias Bode
Published: (2012-02-01)

A Framework for Segmentation and Classification of Blood Cells Using Generative Adversarial Networks
by: Zakir Khan, et al.
Published: (2024-01-01)

Restoring Raindrops Using Attentive Generative Adversarial Networks
by: Hee-Deok Yang
Published: (2021-07-01)

Layerwise Adversarial Learning for Image Steganography
by: Bin Chen, et al.
Published: (2023-05-01)

Application of Deep Convolutional Generative Adversarial Networks to Generate Pose Invariant Facial Image Synthesis Data
by: Jagad Nabil Tuah Imanda, et al.
Published: (2023-09-01)

Adversarial Machine Learning in Text Processing: A Literature Survey
by: Izzat Alsmadi, et al.
Published: (2022-01-01)

High Accuracy Interpolation of DEM Using Generative Adversarial Network
by: Li Yan, et al.
Published: (2021-02-01)

Simultaneous Observation of Faradaic and Tunneling Current at a Flat Surface Using Tunneling-Current-Based Constant-Distance Scanning Electrochemical Microscopy with a Platinum Nanoelectrode
by: Hiroshi YAMADA, et al.
Published: (2021-05-01)

Recent Generative Adversarial Approach in Face Aging and Dataset Review
by: Hady Pranoto, et al.
Published: (2022-01-01)

Can Generative Adversarial Networks help to overcome the limited data problem in segmentation?
by: Gerd Heilemann, et al.
Published: (2022-08-01)

Image synthesis of apparel stitching defects using deep convolutional generative adversarial networks
by: Noor ul-Huda, et al.
Published: (2024-02-01)

High-Fidelity Audio Generation and Representation Learning With Guided Adversarial Autoencoder
by: Kazi Nazmul Haque, et al.
Published: (2020-01-01)

In Situ Scanning Tunneling Microscopy Study of 5,6-Dimethyl Uracil on Au (111)
by: Cunha Frederico G. C., et al.
Published: (2001-01-01)

Adversarial Learning With Knowledge of Image Classification for Improving GANs
by: Jae-Yong Baek, et al.
Published: (2019-01-01)

Targeted Speech Adversarial Example Generation With Generative Adversarial Network
by: Donghua Wang, et al.
Published: (2020-01-01)

An Adversarial Deep Hybrid Model for Text-Aware Recommendation with Convolutional Neural Networks
by: Xiaolin Zheng, et al.
Published: (2019-12-01)

Controllable Generative Adversarial Network
by: Minhyeok Lee, et al.
Published: (2019-01-01)

A Generative Adversarial Network-Based Fault Detection Approach for Photovoltaic Panel
by: Fangfang Lu, et al.
Published: (2022-02-01)

Simplified Fréchet Distance for Generative Adversarial Nets
by: Chung-Il Kim, et al.
Published: (2020-03-01)

Generative Adversarial Networks for the Synthesis of Chest X-ray Images
by: Mai Feng Ng, et al.
Published: (2023-01-01)

Automated Classification of Idiopathic Pulmonary Fibrosis in Pathological Images Using Convolutional Neural Network and Generative Adversarial Networks
by: Atsushi Teramoto, et al.
Published: (2022-12-01)

Visual Attention Adversarial Networks for Chinese Font Translation
by: Te Li, et al.
Published: (2023-03-01)

A transformer-based generative adversarial network for brain tumor segmentation
by: Liqun Huang, et al.
Published: (2022-11-01)

Terthiophene on Au(111): A scanning tunneling microscopy and spectroscopy study
by: Berndt Koslowski, et al.
Published: (2011-09-01)

Up and Down Residual Blocks for Convolutional Generative Adversarial Networks
by: Yueyue Wang, et al.
Published: (2021-01-01)

An Adversarial Dual-Branch Network for Nonhomogeneous Dehazing in Tunnel Construction
by: Zilu Shi, et al.
Published: (2023-11-01)

Creative and diverse artwork generation using adversarial networks
by: Haibo Chen, et al.
Published: (2020-12-01)

Conditional Generative Adversarial Network-Based Image Denoising for Defending Against Adversarial Attack
by: Haibo Zhang, et al.
Published: (2021-01-01)

Graph Convolutional Adversarial Network for Human Body Pose and Mesh Estimation
by: Yuancheng Huang, et al.
Published: (2020-01-01)

A Two-Stage Generative Adversarial Networks With Semantic Content Constraints for Adversarial Example Generation
by: Jianyi Liu, et al.
Published: (2020-01-01)

Augmenting image data using generative adversarial networks (GAN)
by: Liu, Xinchi
Published: (2024)