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birajaghoshal's Projects

td-multiomics icon td-multiomics

Tensor decomposition based unsupervised feature extraction was applied to multiomics data which was used for performance evaluation of DAIBLO algorithm implemented in mixOmics package

tencent-ml-images icon tencent-ml-images

Largest multi-label image database; ResNet-101 model; 80.73% top-1 acc on ImageNet

tf-explain icon tf-explain

Interpretability Methods for tf.keras models with Tensorflow 2.0

tfm icon tfm

Master thesis: use of convolutional neural networks in the classification of colorectal cancer histology images

thesis icon thesis

This repository containts all code for my master thesis where the task is to perform semantic segmentation of colorectal polyps using Fully Convolutional Networks.

timely-beliefs icon timely-beliefs

Model data as beliefs (at a certain time) about events (at a certain time).

trustscore icon trustscore

To Trust Or Not To Trust A Classifier. A measure of uncertainty for any trained (possibly black-box) classifier which is more effective than the classifier's own implied confidence (e.g. softmax probability for a neural network).

ttaug-dr-uncertainty icon ttaug-dr-uncertainty

Test-time Data Augmentation for Estimation of Heteroscedastic Aleatoric Uncertainty in Diabetic Retinopathy (DR) Detection via Deep Neural Networks

ttaug-midl2018 icon ttaug-midl2018

Test-time Data Augmentation for Estimation of Heteroscedastic Aleatoric Uncertainty in Deep Neural Networks, MIDL 2018

tumor-capsnet icon tumor-capsnet

Reproduce results from "Brain Tumor Type Classification via Capsule Networks" (Afshar et al.) for a final project in a Deep Learning class at Cal Poly San Luis Obispo.

tybalt icon tybalt

Training and evaluating a variational autoencoder for pan-cancer gene expression data

ub_segmentation icon ub_segmentation

Code for automatic urinary bladder segmentation using Python and Tensorflow.

ucate icon ucate

Uncertainty in Conditional Average Treatment Effect Estimation

ufldl_tutorial icon ufldl_tutorial

Stanford Unsupervised Feature Learning and Deep Learning Tutorial

ukbb_cardiac icon ukbb_cardiac

Some code for processing and analysing UK Biobank cardiac MR images.

uncertainpy icon uncertainpy

Uncertainpy: a Python toolbox for uncertainty quantification and sensitivity analysis, tailored towards computational neuroscience.

uncertainty icon uncertainty

Repository accompanying the paper "Uncertainty estimation for deep learning-based automated analysis of 12-lead electrocardiograms", accepted in European Heart Journal Digital Health.

uncertainty-bmt icon uncertainty-bmt

Code for uncertainty estimation in computer-aided diagnosis for BMT 2019 submission.

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