birajaghoshal

MAPIE

A scikit-learn-compatible module for estimating prediction intervals.

AAAI-22

Repo for "Fair Conformal Predictors for Applications in Medical Imaging" paper

aang_conformal-prediction

Lightweight, useful implementation of conformal prediction on real data.

ADAE

SIIM/ISIC 2020 Challenge Winning Algorithm (All Data Are Ext)

AIF360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

arc

Adaptive and Reliable Classification: efficient conformity scores for multi-class classification problems

awesome-generative-ai-guide

A one stop repository for generative AI research updates, interview resources, notebooks and much more!

BDL-Evaluate

biscuit

Bayesian Inference of Slide-level Confidence via Uncertainty Index Thresholding

cancres-2022-intratumoral-heterogeneity-dl-paper

Conformal_analyses

conformal_training

This repository contains a Jax implementation of conformal training corresponding to the ICLR'22 paper "learning optimal conformal classifiers".

ConformalPredictionTutorial

DeepBiofilm

Deep learning for analyzing bacterial biofilm images, including 3D GAN image synthesis, dataset quality assessment with SSQA, and a downstream cell segmentation test using 3D u-net.

deepslide

Code for the Nature Scientific Reports paper "Pathologist-level classification of histologic patterns on resected lung adenocarcinoma slides with deep neural networks." A sliding window framework for classification of high resolution whole-slide images, often microscopy or histopathology images.

EvPSNet

FashionOutfitRecommenderGenAI

federated-conformal-prediction

marugoto

Tools to build deep learning pipelines.

Multi_Class_Multi_Label_Classification

Official Pytorch Implementation of: "Asymmetric Loss For Multi-Label Classification"(ICCV, 2021) paper

OCT_Fluid_Segmentation

Pan-cancer-profiling

This repository contains the code to reproduce our exploratory analysis of a pan-cancer plasma proteomics dataset, including differential expression analysis and disease classification (https://doi.org/10.1038/s41467-023-39765-y). The data can be explored in the Human Protein Atlas: www.proteinatlas.org/humanproteome/disease.

RCC_textures_and_lymphocytes_publication_data_analysis

RCC_textures_and_lymphocytes_publication_image_analysis

RCCGNet

A novel dataset and efficient deep learning framework for automated grading of renal cell carcinoma from kidney histopathology images

Retina

scGPT

SD-LayerNet

semantic_uncertainty

stain-transfer

Comparative evaluation of image-to-image translation methods for stain transfer in histopathology