Image and Signal Processing

Abderrahim El Moataz -Driss Mammass - Alamin Mansour-Fathallah Nouboud (Eds.)

Image andSignal ProcessingOth International Conference, ICISP 2020Marrakesh, Morocco, June 4—6, 2020Proceedings

2 Springer

Contents

Digital Cultural Heritage and Color and Spectral Imaging

Approach to Analysis the Surface Geometry Change in CulturalHeritage Objects . . .

Sunita Saha, Piotr Forys, Jacek Martusewicz, and Robert Sitnik

Towards the Tactile Discovery of Cultural Heritagewith Multi-approach Segmentation . 1

Ali Souradi, Christele Lecomte, Katerine Romeo, Simon Gay,Marc-Aurele Riviere, Abderrahim El Moataz, and Edwige Pissaloux

Use of Imaging Techniques as a Support for the Preventive ConservationStrategy of Wall Paintings: Application to the Medieval Decorsof the Cháteau de Germolles ls +

Christian Degrigny, Frank Boochs, Laura Raddatz, Jonas Veller,Carina Justus, and Matthieu Pinette

Multispectral Dynamic Codebook and Fusion Strategyfor Moving Objects Detection. . . . . j

Rongrong Liu, Yassine Ruichek, and Mohammed El Bagdouri

A Spectral Hazy Image Database 14Jessica El Khoury, Jean-Baptiste Thomas, and Alamin Mansouri

À Bottom-Up Approach for Pig Skeleton Extraction Using RGB Data. . . 1AKif Quddus Khan, Salman Khan, Mohib Ullah,and Faouzi Alaya Cheikh

Data and Image Processing for Precision Agriculture

Deep Transfer Learning Models for Tomato Disease Detection .Maryam Ouhami, Youssef Es-Saady, Mohamed El Hajji, Adel Hafiane,Raphael Canals, and Mostafa El Yassa

Machine Learning-Based Classification of Powdery Mildew Severityon Melon Leaves . /

Mouad Zine El Abidine, Sabine Merdinoglu-Wiedemann,PejmanRasti, Helin Dutagaci, and David Rousseau

Vine Disease Detection by Deep Learning Method Combined with 3DDepth Information. . . .

Mohamed Kerkech, Adel Hafiane, Raphael Canals, and Frederic Ros

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A. Random Forest-Cellular Automata Modeling Approach to Predict FutureForest Cover Change in Middle Atlas Morocco, Under Anthropic,Biotic and Abiotic Parameters. . . ll ;

Anass Legdou, Hassan Chafik, Aouatif Amine, Said Lahssini,and Mohamed Berrada

Machine Learning Application and Innovation

Incep-EEGNet: A ConvNet for Motor Imagery Decoding ;Mouad Riyad, Mohammed Khalil, and Abdellah Adib

Fuzzy-Based Approach for Assessing Traffic Congestion in Urban Areas. 2Sara Berrouk, Abdelaziz El Fazziki, and Mohammed Sadgal

Big Data and Reality Mining in Healthcare: Promise and Potential 22Hiba Asri, Hajar Mousannif, Hassan Al Moatassime, and Jihad Zahir

A Dataset to Support Sexist Content Detection in Arabic Text . "U)Oumayma El Ansari, Zahir Jihad, and Mousannif Hajar

Multistage Deep Neural Network Framework for People Detectionand Localization Using Fusion of Visible and Thermal Images .

Bushra Khalid, Muhammad Usman Akram, and Asad Mansoor Khan

Biomedical Imaging

Diagnosing Tuberculosis Using Deep Convolutional Neural Network 1Mustapha Oloko-Oba and Serestina Viriri

Semantic Segmentation of Diabetic Foot Uicer Images: Dealing with SmallDataset in DL. Approaches . . . 2

Niri Rania, Hassan Douzi, Lucas Yves, and Treuillet Sylvie

DermoNet: A Computer-Aided Diagnosis System for DermoscopicDisease Recognition . 7)

Ibtissam Bakkouri and Karim Afdel

A New Method of Image Reconstruction for PET Using a CombinedRegularization Algorithm . >

Abdelwahhab Boudjelal, Abderrahim El Moataz, and Zoubeida Messali

Visualizing Blood Flow of Palm in Different Muscle Tense StateUsing High-Speed Video Camera . ;

Ryo Takahashi, Keiko Ogawa-Ochiai, and Norimichi Tsumura

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Deep Learning and Applications

Segmentation of Microscopic Image of Colorants Using U-Net Based DeepConvolutional Networks for Material Appearance Design. .

Mari Tsunomura, Masami Shishikura, Toru Ishii, Ryo Takahashi,and Norimichi Tsumura

A Deep CNN-LSTM Framework for Fast Video Coding . . D 5

Soulef Bouaafia, Randa Khemiri, Fatma Ezahra Sayadi, Mohamed Atri,and Noureddine Liouane

Microcontrollers on the Edge — Is ESP32 with Camera Readyfor Machine Learning?. 3

Kristian Dokic

Speech Enhancement Based on Deep AutoEncoder for Remote ArabicSpeech Recognition. ..-.21Bilal Dendani, Halima Bahi, and Toufik Sari

Pattern Recognition

Handwriting Based Gender Classification Using COLDand Hinge Features . . D. els ;

Abdeljalil Gattal, Chawki Djeddi, Ameur Bensefia,and Abdellatif Ennaji

Extraction and Recognition of Bangla Texts from Natural Scene ImagesUsing CNN...Rashedul Islam, Md Rafiqul Islam, and Kamrul Hasan Talukder

Detection of Elliptical Traffic Signs. “4Manal El Baz, Taher Zaki, and Hassan Douzi

Image-Based Place Recognition Using Semantic Segmentationand Inpainting to Remove Dynamic Objects. . . 2

Linrunjia Liu, Cindy Cappelle, and Yassine Ruichek

CNN-SVM Learning Approach Based Human Activity Recognition . 271Hend Basly, Wael Ouarda, Fatma Ezahra Sayadi, Bouraoui Ouni,and Adel M. Alimi

Convolutional Neural Networks Backbones for Object Detection. . . 2

Ayoub Benali Amjoud and Mustapha Amrouch

Object Detector Combination for Increasing Accuracy and DetectingMore Overlapping Objects . . )

Khaoula Drid, Mebarka Allaoui, and Mohammed Lamine Kherfi

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Segmentation and Retrieval

Graph-Based Image Retrieval: State of the Axt . . !

Imane Belahyane, Mouad Mammass, Hasna Abioui, and Ali Idarrou

A New Texture Descriptor: The Homogeneous Local BinaryPattern (HLBP).

Ibtissam AI Saidi, Mohammed Rziza, and Johan Debayle

Considerably Improving Clustering Algorithms Using UMAPDimensionality Reduction Technique: A Comparative Study. 7

Mebarka Allaoui, Mohammed Lamine Kherfi, and Abdelhakim Cheriet

Logo Detection Based on FCM Clustering Algorithmand Texture Features... . . . "à

Wala Zaaboub, Lotfi Tlig, Mounir Sayadi, and Basel Solaiman

Mathematical Imaging and Signal Processing

Discrete p-bilaplacian Operators on Graphs . .Imad El Bouchairi, Abderrahim El Moataz, and Jalal Fadili

Image Watermarking Based on Fourier-Mellin Transform. !Khadija Gourrame, Hassan Douzi, Rachid Harba, Riad Rabia,Frederic Ros, and Mehamed ElHajji

A New Sparse Blind Source Separation Method for Determined LinearConvolutive Mixtures in Time-Frequency Domain. . ss 7

Mostafa Bella and Hicham Saylani

Proposed Integration Algorithm to Optimize the Separation of AudioSignals Using the ICA and Wavelet Transform. . ;

Enrique San Juan, Ali Dehghan Firoozabadi, Ismael Soto,Pablo Adasme, and Lucio Cañete

ECG Signal Analysis on an Embedded Device for Sleep Apnea Detection . "7Rishab Khincha, Soundarya Krishnan, Rizwan Parveen,and Neena Goveas

Author Index j

XIV

296

30€

3i

326

330

346

357

367

31

385