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snehasreec's Projects

biorad icon biorad

A tool to facilitate the extraction of the quantitative features from medical images and other types of images with the pyradiomics package, and perform machine learning experiments with various features selection methods and classifiers

contour_auto_qatool icon contour_auto_qatool

Public code repository to reproduce our MICCAI 2022 paper: "Automatic identification of segmentation errors for radiotherapy using geometric learning" (ID: 1361) Pre-print: https://arxiv.org/abs/2206.13317

deep-spectral-segmentation icon deep-spectral-segmentation

[CVPR 2022] Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and Localization

direct icon direct

Deep learning framework for MRI reconstruction

hausdorffloss icon hausdorffloss

Implementation of Hausdorff loss function for DNN learning in segmentation tasks.

medicalzoopytorch icon medicalzoopytorch

A pytorch-based deep learning framework for multi-modal 2D/3D medical image segmentation

meta-learning-seg icon meta-learning-seg

Meta -Learning has been applied to perform segmentation of medical images. It can be a significant method to tackle data scarcity problem in medical domain. This repo. contains code related with my master thesis.

nodeformer icon nodeformer

The official implementation of NeurIPS22 spotlight paper "NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification"

segloss icon segloss

A collection of loss functions for medical image segmentation

segwithdistmap icon segwithdistmap

How Distance Transform Maps Boost Segmentation CNNs: An Empirical Study

sota-medseg icon sota-medseg

SOTA medical image segmentation methods based on various challenges

vit-pytorch icon vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

voxel2mesh icon voxel2mesh

Voxel2Mesh: 3D Mesh Model Generation from Volumetric Data

voxelmorph-pytorch icon voxelmorph-pytorch

An unofficial PyTorch implementation of VoxelMorph- An unsupervised 3D deformable image registration method

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