Soumya Snigdha Kundu's starred repositories
Robustness-of-Volumetric-Medical-Segmentation-Models
[BMVC 2024] On Evaluating Adversarial Robustness of Volumetric Medical Segmentation Models
max-deeplab
Unofficial implementation of MaX-DeepLab for Instance Segmentation
random_walker
A collection of image segmentation algorithms based on diffusion methods
medimeta-pytorch
The medical imaging meta-learning toolbox allows to build models that learn to learn in a setting with diverse tasks. It also provides code for working with the MIMeta Dataset as well as simple baselines.
medicaldetectiontoolkit
The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.
MitoEM2021-Challenge
Accepted by ISBI 2022 (Oral)
pytorch-loss
label-smooth, amsoftmax, partial-fc, focal-loss, triplet-loss, lovasz-softmax. Maybe useful
SegLossOdyssey
A collection of loss functions for medical image segmentation
intrinsic-properties
[ICLR 2024] Easy tools for measuring the label sharpness and intrinsic dimension of datasets and learned representations, which relate to model generalization and robustness.
LovelyPlots
Matplotlib style sheets to nicely format figures for scientific papers, thesis and presentations while keeping them fully editable in Adobe Illustrator.
BraTS-2023-Metrics
Official BraTS 2023 Segmentation Performance Metrics
Random-Walker-Image-Segmentation
Random Walker algorithm for image segmentation
CarlaFLCAV
federated learning autonomous driving in CARLA simulation
torch_random_walk
A Pytorch library to perform high speed random walk on large biomedical knowledge graphs.
binary-networks-pytorch
Binarize convolutional neural networks using pytorch :fire:
ML_Challenge_NRSC
IEEE-ICETCI 2021 is organizing a Virtual Competition in association with RRSC-Central, NRSC, ISRO, Nagpur on ‘Machine learning based feature extraction of Electrical Substations from Satellite data using Open-Source tools’, and will take place from 1 March to 30 July, 2021.
convert-yolo-to-pascalvoc
A python script to convert COCO into Pascal VOC 2012 format
unicorn_medics_website
Frontend website for detecting the type of implant using xray
easy-few-shot-learning
Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification.
cp-algorithms
Algorithm and data structure articles for https://cp-algorithms.com (based on http://e-maxx.ru)
pytorch-lightning
Pretrain, finetune and deploy AI models on multiple GPUs, TPUs with zero code changes.