The proceedings contains all accepted and presented papers of both: oral and poster presentations at ASPAI' 2020 conference of authors from 23 countries. The coverage includes artificial neural networks, emerging trends in machine and deep learnings, knowledge-based soft measuring systems, artificial intelligence, signal, video and image processing. We hope that these proceedings will give readers an excellent overview of important and diversity topics discussed at the conference.
Contents:
Foreword
Dwelling Detection on VHR Satellite Imagery of Refugee Camps Using a Faster R-CNN
L. Wickert, M. Bogen and M. Richter
Automatic Thresholding Methods for Diabetic Retinopathy’s Detection
Moumena Salah Alhadithi
Predicting Heart Disease Stage by Tuning Convergence and Cross Validation
Dibakar Sinha, Dr. Ashish Sharma
Acoustic Room Impulse Response Simulation with GPUs
David Diaz-Guerra, Antonio Miguel and Jose R. Beltran
Hybrid Feature-based Approach for Face Shape Identification
Theiab Alzahrani and Waleed Al-Nuaimy
The Strategy of Service Recommendation to Bank Customers Using Machine Learning Algorithm
A. Sharifihosseini
An Ensemble of Transparent Models to Predict Car Parking Occupancy
L. Pfeiffer, G. Bologna, Y. Rekik, M. Bénard and N. Foukia
Identification of the Ultra Short Laser Parameters during Irradiation of Thin Metal Films Using the Interval Lattice Boltzmann Method and Evolutionary Algorithm
M. Paruch, A. Piasecka-Belkhayat and A. Korczak
Enhanced Error Estimation of Robot Path Accuracy Using Artificial Neural Networks as an Approach to Increase the Robots Accuracy
M. Neitmann, M. Brysch, S. Meyer, and M. Sinapius
Exposure Time Simulation Thanks to the LIP (Logarithmic Image Processing) Model with Noise Reduction by Deep Convolutional Neural Networks
M. Carré, M. Jourlin
Low Cost Quality Metric for DCT Domain
G. Spampinato, A. Bruna, A. Buemi and G. Messina
Modifying Gradient of a Loss Function to Tackle Class Imbalance
I. Kilbas, R. Paringer, N. Ilyasova, A. Kupriyanov
Algorithm for Data Balancing Based on Gradient Descent
A. V. Mukhin, I. A. Kilbas, R. A. Paringer, N. Yu. Ilyasova, and A. V. Kupriyanov
Sample-Efficient Covariance Matrix Adaptation Evolutional Strategy via Simulated Rollouts in Neural Networks
H. Xue, S. Böttger, N. Rottmann, H. Pandya, R. Bruder,G. Neumann, A. Schweikard and E. Rueckert
Determination of Psychotic Behaviour Using a Network of Chemical Oscillators
Ashmita Bose, Jerzy Gorecki
Binary Pattern Descriptor Based Face Recognizer for Access Control System with Real-time Dataset Generation
Sarthak Srivastava, Narendra Kumar Shukla and Himanshu Ujjawal Singh
Using Deep Learning for Sonar Targets Localization
Q. Bruel, F. Heitzmann, D. Morche, J. Huillery, E. Blanco and L. Bako
A Study of Cardiac Contractility Estimations from Single-beat Pressure Volume Loop Data Edward Marcus
The Concept of a Control System Shell for Autonomous Mobile Robots
M. Kosior, P. Przystałka and W. Panfil
An Efficient Method for Voice to Voice Recognition and Synthesizer
Naeem Hadiq, Nibras Nazar, Sumeena Salam, Neha Parveen, Sobin C. C. and Rohit Chivukula
Quantum Low Entropy Based Associative Reasoning
M. Jankovic, and A. Exadaktylos
On Improving the Accuracy of Visible Light Positioning System using Deep Autoencoder
Lina Shi, Xun Zhang, Yanqi Huang, El-Hassane Aglzim, Andrei Vladimirescu
Deep Learning Model for Upper-body Action Recognition Using Body-worn Sensors
M. Martinez-Zarzuela, S. Saez-Bombín, F. J. Díaz-Pernas, D. González-Ortega and M. Antón-Rodríguez
Fine-grained Vision-based Vehicle Classification
K. Zahn, A. Caduff, J. Hofstetter, M. Rechsteiner, P. Bucher
Chinese Short Text Classification Based on Interactive Attention Mechanism
Qinyu Bian, Yuan Rao, Leipeng Wang, Fan Yang, and Shipeng Dong
Temporarily Activated Patterns for Multi-trial Functional Connectivity Data
Gaëtan Frusque, Julien Jung, Pierre Borgnat and Paulo Gonçalves
Bot Detection in Social Networks Based on Machine Learning Techniques, User Information and Activities
Sandeep Singh Sengar, Sanjay Kumar, Pradyot Raina and Mukul Mahaliyan
Gender Differences in EEG Features While Driving
I. Stančin, K. Friganović, M. Zelenika Zeba, A. Jović and M. Cifrek
A Comparative Study of Sequence Identification Algorithms in IoT Context
P.-S. Gréau-Hamard, M. Djoko-Kouam and Y. Louet
Multi-objective Optimization of Meta-learning Scheme for Context-based Fault Detection
M. Kalisch, A. Timofiejczuk and P. Przystałka
Training Capsule Networks with Virtual Dataset for Object Segmentation
J. Hollósi, Á. Ballagi
CT Scanner Classification with Neural Nets and Sensor Noise
M. Gerlofsma, M. Petkovic, P. van Liesdonk and V. Menkovski
Comparative Analysis of Various Machine Learning Approaches for Bitcoin Price Prediction
Abhishek Muvvala, Rohit Chivukula and T. Jaya Lakshmi
Improved Pixel Selection Strategy for Reversible Data Hiding in Binary Images
I. C. Dragoi and D. Coltuc
Characteristics of a Voice to Identify a Speaker
S. Kinkiri, B. Bakarat and S. Keates
AI in Gastronomic Tourism
G. Pavlidis, S. Markantonatou, K. Toraki, A. Vacalopoulou, C. Strouthopoulos, D. Varsamis, A. Tsimpiris, S. Mouroutsos, C. Kiourt, V. Sevetlidis and P. Minos
Software Development Analysis for Energy Efficiency Using Process Metrics
A. Kruglov, D. Atonge, D. Strugar, G. Succi, S. Ergasheva and X. Vasquez
Learnings and Option Pricing: How Machine Learning Generates an Explainable Heavy-Tailed Solutions of Option Prices
Chansoo Kim, and ByoungSecon Choi
On the Efficiency of Inpainting Methods for Marine Snow Removal in Underwater Images
Bogdan Smolka
Support Vector Machine with Heavy-tailed Distribution Data
Chansoo Kim, and ByoungSecon Choi
Exploring and Exploiting the Implicit Language Model in Recurrent Neural Networks for Handwriting Recognition
Arseniy Nerinovsky, Andrey Filchenkov
Industrial Field Autonomous Systems: AI-assisted Distributed Applications at Edge
Y. Fourastier, C. Baron, H. Chaouchi, C. Thomas, P. Esteban, V. Lehonov, J.-P. Smet
VALIS, a Novel Immune-inspired Supervised Learning Algorithm with Applications to Soft Measurements
A. N. Averkin and P. M. Karpov
Intelligent Agents for Industry 4.0: Architecture of Hybrid Knowledge Formation System
Valery B. Tarassov and Maria N. Koroleva
Monitoring and Controlling of Industrial Systems on the Basis of Bayesian Intelligent Measurements: Application to Petroleum Industry
E. Perestoronina
Methods and Means of Bayesian Intelligent Technologies for Management Accounting and Cost Formation
S. Mishchenko
Facial Expression Recognition using an Advanced Modeling of Completed Local Binary Pattern
An H. Ton-That, Nhan T. Cao
Uncertainty Estimation for Non-destructive Detection of Material Defects with U-nets
B. Lehner, T. Gallien
Deep Learning Approach for Skin Lesion Attributes Detection and Melanoma Diagnosis
Saeed Alzahrani and Waleed Al-Nuaimy
Unsupervised Embedded Gesture Recognition based on Multi-objective NAS and Capacitive Sensing
J. Borrego-Carazo, D. Castells-Rufas, E. Biempica, and J. Carrabina
VPNet: Variable Projection Networks
P. Kovács, G. Bognár, C. Huber and M. Huemer
Radio-based Object Detection using Deep Learning
Aditya Singh, Pratyush Kumar, Vedansh Priyadarshi, Yash More, Aishwarya Praveen Das, Bertrand Kwibuka, Debayan Gupta
An Effective Handwriting Text Recognizer for Historical Documents based on Convolutional Recurrent Neural Networks and Advanced Spelling Correction
P. Minos, L. Tsochatzidis, K. Markou, S. Symeonidis, X. Karagiannis, V. Stamou, S. Markantonatou and I. Pratikakis
Text Classification with Transformers and Reformers for Deep Text Data
Roghayeh Soleymani and Jérémie Farret
Profiling the Performance and Energy Efficiency of Edge Accelerators in the Context of Computer Vision
R. B. Ayala Meza and Jérémie Farret
Bayesian Intelligent Measurement Technologies and Soft Measurements. Methodological Aspects and Application
S. V. Prokopchina
Training of a cycleGAN Net by the use of Air/water Images Dataset Obtained by Taking Pictures of Colored Plastic Bricks Submerged in an Ad-hoc Pool
M. Guarneri, P. Castellini, M. Ciaffi and E. P. Tomasini
Authors
Index