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Vijeth D'Souza's Projects

3d-attention-keras icon 3d-attention-keras

This repo contains the 3D implementation of the commonly used attention mechanism for imaging.

ai-ffpe icon ai-ffpe

Deep Learning-based Frozen Section to FFPE Translation

attention-gated-networks icon attention-gated-networks

Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation

attention-module icon attention-module

Official PyTorch code for "BAM: Bottleneck Attention Module (BMVC2018)" and "CBAM: Convolutional Block Attention Module (ECCV2018)"

autoencoders icon autoencoders

Various autoencoders with ResNet, DenseNet and U-Net implementations, as well as VAE and GAN implementations.

biobombe icon biobombe

BioBombe: Sequentially compressed gene expression features enhances biological signatures

clam icon clam

Data-efficient and weakly supervised computational pathology on whole slide images - Nature Biomedical Engineering

classification-confidence-intervals icon classification-confidence-intervals

PyPI package to calculate comprehensive confidence intervals for classification positive rate, precision, NPV, and recall using a labeled sample via exact & approximate Frequentist & Bayesian setups.

costsensitive icon costsensitive

(Python, R) Cost-sensitive multiclass classification (Weighted-All-Pairs, Filter-Tree & others)

cytobrowser icon cytobrowser

CytoBrowser, a JavaScript and Node.js driven environment for fast and accessible collaborative online visualization, assessment, and annotation of very large microscopy images.

danet icon danet

Dual Attention Network for Scene Segmentation

deepathology icon deepathology

Tissue and Cancer Type Identification using Deep Neural Networks

deepic50 icon deepic50

DeepIC50: Deep learning for predicting drug responsiveness based on the integration of genomic and drug features

he2rna_code icon he2rna_code

Train a model to predict gene expression from histology slides.

histcnn icon histcnn

A set of codes to classify H&E slides using deep learning

histomicstk icon histomicstk

A Python toolkit for pathology image analysis algorithms.

histoqc icon histoqc

HistoQC is an open-source quality control tool for digital pathology slides

histxtract icon histxtract

A pipeline for extracting nuclear morphometry features from whole-slide images.

keras-resnet3d icon keras-resnet3d

Implementations of ResNets for volumetric data, including a vanilla resnet in 3D.

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