0% Complete
Home
/
12th International Conference on Computer and Knowledge Engineering
An Automated Visual Defect Segmentation for Flat Steel Surface Using Deep Neural Networks
Authors :
Dorna Nourbakhsh Sabet
1
Mohammad Reza Zarifi
2
Javad Khoramdel
3
Yasamin Borhani
4
Esmaeil Najafi
5
1- Faculty of Mechanical Engineering, K. N. Toosi University of Technology, Tehran, Iran
2- Faculty of Mechanical Engineering, K. N. Toosi University of Technology, Tehran, Iran
3- Faculty of Mechanical Engineering, Tarbiat Modares University, Tehran, Iran
4- Faculty of Mechanical Engineering, K. N. Toosi University of Technology, Tehran, Iran
5- Faculty of Mechanical Engineering, K. N. Toosi University of Technology, Tehran, Iran
Keywords :
Steel surface،Visual detection،Defect segmentation،Deep neural networks
Abstract :
Defect detection on the metal sheets is an importance for the steel production industry. This paper proposes an automated visual defect segmentation for flat steel surface using two different deep neural network methods, namely U-Net and ResNet34, MobilNetV2, EfficientNetB0, InceptionV3, and VGG16 have been implemented as the U-Net’s encoder. In addition, FCN-8 model has been investigated as a different architecture for the SEVERESTAL dataset. Due to the imbalanced dataset, various techniques such as dice coefficient as loss function and data augmentation have been used. Moreover, no-defect steel surfaces have been considered as a separate class. As a result, a promising dice score is achieved on the validation set for the described four-class approach.
Papers List
List of archived papers
Improve the utility of tensor cores by compacting sparse matrix technique
Mohammad.S Abazari - Mahsa Zahedi - Abdorreza Savadi
The Effect of Network Environment on Traffic Classification
Abolghasem Rezaei Khesal - Mehdi Teimouri
BERT transformers Multitask learning Sarcasm and Sentiment classification (BMSS)
Fatemeh Molavi - Jamshid Bagherzadeh Mohasefi
An Attention-Based Model for Clinical Time Series Prediction: Enhancing ICU Readmission Prediction
Hananeh Sadat Madinei - Mohammad Reza Keyvanpour - Seyed Vahab Shojaedini
Optimal PMU Placement Considering Reliability of Measurement System in Smart Grids
Mohammad Shahraeini - Shahla Khormali - Ahad Alvandi
An optimal workflow scheduling method in cloud-fog computing using three-objective Harris-Hawks algorithm
Ahmadreza Montazerolghaem - Maryam Khosravi - Fatemeh Rezaee
Reversible Data Insertion in Encryption Domain Based on Reduced Quad Difference Expansion
Alireza Ghaemi - Mohammad Zare Ehteshami - Amirhossein Ghaemi
IranITJobs2021: a Dataset for Analyzing Iranian Online IT Job Advertisements Collected Using a New Crowdsourcing Process
Fakhroddin Noorbehbahani - Nikta Akbarpour - Mohammad Reza Saeidi
A Review on Secure Data Storage and Data Sharing Technics in Blockchain-based IoT Healthcare Systems
Seyedeh Somayeh Fatemi Nasab - Davoud Bahrepour - Seyed Reza Kamel Tabbakh
Deep Learning-Driven Beamforming Optimization for High-Performance 5G Planar Antenna Arrays
Rahman Mohammadi - Seyed Reza Razavi Pour
more
Samin Hamayesh - Version 41.7.6