Compact representations of microstructure images using triplet networks

Development of High Accuracy Segmentation Model for Microstructure of Steel by Deep Learning

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Hyperparameters and tuning strategies for random forest

(2019) Philipp Probst et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

High Throughput Quantitative Metallography for Complex Microstructures Using Deep Learning: A Case Study in Ultrahigh Carbon Steel

(2019) Brian L. DeCost et al.   MICROSCOPY AND MICROANALYSIS

Objective microstructure classification by support vector machine (SVM) using a combination of morphological parameters and textural features for low carbon steels

(2019) Jessica Gola et al.   COMPUTATIONAL MATERIALS SCIENCE

Advanced microstructure classification by data mining methods

(2018) Jessica Gola et al.   COMPUTATIONAL MATERIALS SCIENCE

Advanced Steel Microstructural Classification by Deep Learning Methods

(2018) Seyed Majid Azimi et al.   Scientific Reports

A new analysis approach based on Haralick texture features for the characterization of microstructure on the example of low-alloy steels

(2018) Johannes Webel et al.   MATERIALS CHARACTERIZATION

Empirical comparison of cross-validation and internal metrics for tuning SVM hyperparameters

(2017) Edson Duarte et al.   PATTERN RECOGNITION LETTERS

Image driven machine learning methods for microstructure recognition

(2016) Aritra Chowdhury et al.   COMPUTATIONAL MATERIALS SCIENCE

Linking process, structure, property, and performance for metal-based additive manufacturing: computational approaches with experimental support

(2016) Jacob Smith et al.   COMPUTATIONAL MECHANICS

A computer vision approach for automated analysis and classification of microstructural image data

(2015) Brian L. DeCost et al.   COMPUTATIONAL MATERIALS SCIENCE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Key computational modeling issues in Integrated Computational Materials Engineering

(2012) Jitesh H. Panchal et al.   COMPUTER-AIDED DESIGN

Microstructure reconstructions from 2-point statistics using phase-recovery algorithms

(2007) David T. Fullwood et al.   ACTA MATERIALIA