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edward0829's Projects

crack-detection-in-concrete icon crack-detection-in-concrete

In this, i have trained a model which detects whether the given image of concrete has crack or not. Dataset of 40k images(20k images of concrete with crack and 20k images of concrete without crack) was used to train and test the model. CNN architecture used is very similar to Yann LeCun. Raw JPG images data was pre-processed and augmented with the help of ImageDataGenerator class from Keras. After training model was giving around 98% accuracy.

crack_detection_cnn_masonry icon crack_detection_cnn_masonry

This GitHub Repository was produced to share material relevant to the Journal paper "Automatic crack classification and segmentation on masonry surfaces using convolutional neural networks and transfer learning" by D. Dais, İ. E. Bal, E. Smyrou, and V. Sarhosis published in "Automation in Construction".

hotel-modelling icon hotel-modelling

Predicting Hotel Cancellations and ADR with machine learning. Classification, regression, time series analysis.

pyauxetic icon pyauxetic

Python plugin and library for modeling, analyzing, and post-procesing auxetic structures in Abaqus.

road_crack_detection icon road_crack_detection

Road Crack Detection using Convolution neural network. So, what I am trying to do here is build a CNN and pass the training data. And tried to predict whether an image has a crack or not by the positive and negative labels. Used the binary cross-entropy for loss function.

sma-umat icon sma-umat

A user-defined material subroutine for polycrystalline shape memory alloys under large deformations

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