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Smitha A's Projects

admm-diptv icon admm-diptv

Combining Weighted Total Variation and Deep Image Prior for natural and medical image restoration via ADMM (2021)

amdprogresscnn icon amdprogresscnn

Late AMD progression classification using fundus images and genotypes

asl-tgv icon asl-tgv

Total generalised variation denoising for arterial spin labelling MRI data

augmentor icon augmentor

Image augmentation library in Python for machine learning.

autometric icon autometric

draw ROC,PR curve and calculate AUC MAP IoU for image semantic segmentation problem

bioexp icon bioexp

Explainability of Deep Learning Models

blockmatching icon blockmatching

Block Matching algorithm to identify moviment in sequence images

ccpi-regularisation-toolkit icon ccpi-regularisation-toolkit

The set of CPU/GPU optimised regularisation modules for iterative image reconstruction and other image processing tasks

deep-image-prior icon deep-image-prior

PyTorch implementation of the CVPR 2018 paper Deep Image Prior by Dmitry Ulyanov et. al.

deepseenet icon deepseenet

:eyes: DeepSeeNet is a deep learning framework for classifying patient-based age-related macular degeneration severity in retinal color fundus photographs.

deepviz icon deepviz

Visualization tools for deep convolutional networks

eyenet icon eyenet

Identifying diabetic retinopathy using convolutional neural networks

fixres icon fixres

This repository reproduces the results of the paper: "Fixing the train-test resolution discrepancy" https://arxiv.org/abs/1906.06423

glaucoma-project icon glaucoma-project

This was a project done at Insight Data Science in the summer of 2019 as a proof of concept of automated glaucoma detection from low- resolution Ocular Coherence Tomography (OCT) images.

interactive-region-growing-segmentation icon interactive-region-growing-segmentation

This is an interactive region growing algorithm which will take in user seeds and segment the region from the image. The segmented result can be improved by adding additional seeds and guiding the algorithm

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