Illustration of the calculation of the error distance maps on the Second Harmonic Generation image shown in (Fig 1a). (a) One representative image with a variety of fibres. (b) Dis... حسب Youssef Arafat (21009293)

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Illustration of the datasets that will be used to compare the tracing algorithms. (a) Second Harmonic Generation Collagen (SHG). (b) Fluorescent Fibronectin (FF). (c) Breast Cancer... حسب Youssef Arafat (21009293)

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Illustration of the data augmentation approaches used to train the U-Net. (a) Original patch (b) Horizontally flipped (c) Vertically flipped (d) Rotation by 90 degrees (e) Gaussian... حسب Youssef Arafat (21009293)

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Illustration of the Trace Ridges methodology. (a) Region of interest of one SHG image that shows some strong ridges and a region with some noise highlighted with a green rectangle.... حسب Youssef Arafat (21009293)

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Illustration of the U-Net architecture used to segment the fibres. The architecture consists of three encoder levels and 3 decoder levels. حسب Youssef Arafat (21009293)

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Parametric study of accuracy of the Random forest algorithm for different proportions of test samples and different choice of random states. حسب Abeer Aljohani (18497914)

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Comparison of results based on CycleGAN method. حسب Xiaojun Wang (50332)

Comprehensive Re, F1 and Pre values of FcaNet-CycleGAN model. حسب Xiaojun Wang (50332)

Comparison of grayscale conversion algorithms. حسب Tianke Fang (22648035)

Comparison of noise reduction algorithms. حسب Tianke Fang (22648035)

Research data for paper: Efficient Event-based Delay Learning in Spiking Neural Networks حسب Balázs Mészáros (16890225)

"…Our method supports multiple spikes per neuron and introduces a delay learning algorithm that can, in contrast to previous methods, also be applied to recurrent Spiking Neural Networks. …"

Code and data for the paper "Investigating machine learning algorithms to classify label-free images of pancreatic neuroendocrine neoplasms" حسب Noelle Madyson Daigle (22120114)

"…<p dir="ltr">Code and data for analysis detailed in the paper "Investigating machine learning algorithms to classify label-free images of pancreatic neuroendocrine neoplasms." …"

Performance of algorithms outside the training species. حسب Sven B. Gould (12237287)

The source code of LazyAct. حسب Hongjie Zhang (136127)

"…The inferences reduction significantly decreases the time and FLOPs required by the <i>LazyAct</i> algorithm to complete tasks. Code is available here <a href="https://www.dropbox.com/scl/fo/wyoqo6q9gyt86zobfgbvx/h?…"

, MSE, and MAE of the optimised algorithms. حسب Itxasne Antúnez Sáenz (22794696)

Conflict resolution matrix based on TRIZ theory. حسب Ronghua Meng (20978441)

a. How various statistical models account for modulation classification performance across the entire dataset. حسب Chris Scholes (3309477)

A framework for improving localisation prediction algorithms. حسب Sven B. Gould (12237287)

Dynamic window based median filtering algorithm. حسب Li Yuan (102305)

"…Therefore, the study proposes a signal automatic modulation classification model based on fixed K-mean algorithm and denoising autoencoder. The model uses fixed K-mean algorithm for feature classification and optimizes median filtering algorithm using dynamic thresholding. …"

Pseudo-code for the study design model. حسب Jianpeng Zhang (528185)