Gianluca Carloni's repositories
causality_conv_nets
Experiment with our attention-inspired framework for causality-driven CNNs: learn how to model causal dispositions within image datasets and enhance your image classifier's performance and XAI robustness via our causality-factors extractor.
causalnex
A Python library that helps data scientists to infer causation rather than observing correlation.
CGNN
Replication code for the article "Learning Functional Causal Models with Generative Neural Networks"
counterfactualms
counterfactuals for magnetic resonance images of multiple sclerosis
covidcxr-hackathon_isticnr
Repository containing scripts for Covid-CXR-Hackathon 2022. By Berti Andrea and Carloni Gianluca, Institute of Information Science and Technologies (ISTI), National Research Council (CNR), Pisa, Italy
dataset_utils_scripts
Different scripts to be used for specific datasets (e.g, prostate, mammograms, brain) operations and management
deepscm
Repository for Deep Structural Causal Models for Tractable Counterfactual Inference
dgx-a100_utils
This tiny repo contains some useful scripts and bash commands to leverage the full potential of the NVIDIA DGX-A100 infrastructure, such as utilizing Docker and automatically deciding the best GPU node(s) to use when running a new job
disentanglement_tutorial
This repository summarizes the material gathered for the tutorial on learning disentangled representations in the imaging domain, and serves as a roadmap for the disentanglement aficionados.
gianlucarloni
Config files for my GitHub profile.
lung-segmentation-2d
Lung fields segmentation on CXR images using convolutional neural networks.