0% Complete
صفحه اصلی
/
سی و دومین کنفرانس بین المللی مهندسی برق
HyperSpectral Image Classification using a 3D Convolutional Mixer Block
نویسندگان :
Sara Dianat
1
Mehran Yazdi
2
1- دانشگاه شیراز
2- دانشگاه شیراز
کلمات کلیدی :
HyperSpectral imaging،classification،deep learning،transformers
چکیده :
HyperSpectral Image (HSI) processing has many applications in agriculture, Earth Change Monitoring, etc. Classification of HSIs is an important stage in most applications and applying a precise method can improve the overall performance, transformers have shown outstanding performance in HSI classification. In this paper, we propose a novel classification algorithm using the convolutional mixer for HSI classification. Convolutional mixer is similar to transformers and is used to mix spatial and spectral information which are gathered separately by using depth wise convolution followed by a point wise convolution. We have used 3D convolutions in mixer block due to the 3D shape of hyperspectral cuboids to extract spectral and spatial features simultaneously, which have not been done before, to the best of our knowledge. Experimental results show that our method is superior to similar state of the art works in terms of overall accuracy and Kappa Coefficient.
لیست مقالات
لیست مقالات بایگانی شده
A model to measure cyber security maturity at the national level
Mahdi Omrani - Masoud Shafiee - Siavash Khorsandi
Improved Spectral Efficiency of RIS-aided 6G Communication using Deep Learning
Zahra Zahedi - Mehrdad Ardebilipur - Fatemeh Dehrouye
Noninvasive Blood Pressure Classification Based on Photoplethysmography Using Machine Learning Techniques
Hanieh Mohammadi - Bahram Tarvirdizadeh - Khalil Alipour - Mohammad Ghamari
Design and Analysis of Three-Step Cyclic Vernier Time-to-Digital Converter
ُSara Mansouri - Hamidreza Rezaee-Dehsorkh - Nassim Ravanshad
Precise model extraction for Li-Ion batteries using segmented Columb counting and Kalman filtering
Ali Fotokkiani - Ali Ghanbarian - Amirhossein Esteghamat - Ali Fotowat-Ahmady - Farzad Tahami
Crypto Currency Price Prediction Using Preprocessed Scaled Inputs LSTM Model Enhanced by Improved Gray Wolf Optimization
Amir RabbaniParsa - Mahboobeh Hoshmand - Seyyed Abed Hosseini
Design of Dual-Band Triangular Microstrip Antenna Using Fractal Structure for Wi-Max and Wi-Fi Applications
Arian Mianji - Mohammad Bemani - Saeid Nikmehr - Ahmad Atashpaz Gargari
A Novel Generation Shedding Procedure for Power Management System in Industrial Power Plants
Erfan Asadi - Hamid Khoshkhoo - Ali Parizad
Improved Homptopy Technique for MIMO signal Detection
Elaheh Ghaderi - Masoumeh Azghani
One-Way Edge Modes Induced by Synthetic Magnetic Field in Time-Varying LC Circuit
Sadeq Bahmani - Amir Nader Askarpour
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0