SVM with stochastic parameter selection for bovine leather defect classification

R Viana, RB Rodrigues, MA Alvarez… - Advances in Image and …, 2007 - Springer
… of SVMs for defect classification on raw hide leather regions. Nevertheless, SVMs achieve
good performance only with appropriate parameter estimation, specifically its C parameter

Optimum-Path Forest in the classification of defects in Bovine Leather

WP Amorim, FSB Borges, MCB Pache… - 2019 XV Workshop …, 2019 - ieeexplore.ieee.org
… the method of SVM, with a percentage of correct classification of … MLP classifier with a
percentage of correct classification of … SVM with Stochastic Parameter Selection for Bovine Leather

A machine learning-based multi-feature extraction method for leather defect classification

M Jawahar, L Jani Anbarasi… - … : Proceedings of ICICIT …, 2021 - Springer
… and classified using the classifiers like LF, LDA, RF, CART, SVMleather defect classification
system is given in Fig. 3. … 2007) SVM with stochastic parameter selection for bovine leather

On the application of automated machine vision for leather defect inspection and grading: a survey

M Aslam, TM Khan, SS Naqvi, G Holmes… - IEEE Access, 2019 - ieeexplore.ieee.org
… blue leather SVM and KNN both correctly classified samples … the classifier parameters using
a stochastic method [13]. … for the classification and grading of rawhide and leather in bovine

A systematic review of machine-vision-based leather surface defect inspection

Z Chen, J Deng, Q Zhu, H Wang, Y Chen - Electronics, 2022 - mdpi.com
SVM with stochastic parameter selection for bovine leather defect classification. In Proceedings
of the Advances in Image & Video Technology, Second Pacific Rim Symposium, PSIVT, …

Automatic Defect Detection in Leather

JPMR Soares - 2022 - search.proquest.com
… In this work, they reach their best performance with an SVM … derivated from the skins or hides
of animals like cows, sheep, lizards… model parameters update using the stochastic gradient …

Vision Based Leather Surface Defect Detection & Classification using Convolutional Neural Networks

Y Bhanothu, M Jawahar… - 2024 10th International …, 2024 - ieeexplore.ieee.org
… Bayes and SVM for leather defects classifications and were … They have classified the
sheep, goat, cow, crocodile and … techniques available, the Stochastic Gradient Descent (SGD) …

[HTML][HTML] Vision based leather defect detection: a survey

M Jawahar, LJ Anbarasi, S Geetha - Multimedia Tools and Applications, 2023 - Springer
… an empirical evaluation of SVM against AdaBoost and MLP for solving leather defect … H
(2007) SVM with stochastic parameter selection for bovine leather defect classification. In Pacific-…

Surface defect detection of wet-blue leather using hyperspectral imaging

SY Chen, YC Cheng, WL Yang, MY Wang - IEEE Access, 2021 - ieeexplore.ieee.org
… left on the leather surface during the growth of cattle, such as … ) were selected according to
the leather surface defect feature … as SVM, KNN and MLP to classify the images of each defect. …

[PDF][PDF] Perceptron Neural Network Based Machine Learning Approaches for Leather Defect Detection and Classification.

PK Moganam, DAS Seelan - Instrumentation, Mesures …, 2020 - researchgate.net
SVM with stochastic parameter selection for bovine leather defect classification. PSIVT
2007: Advances in Image and Video Technology, 600-612. http://dx.doi.org/10.1007/978-3-540-…