biomedia-mira / causal-gen
(ICML 2023) High Fidelity Image Counterfactuals with Probabilistic Causal Models
☆57Updated 8 months ago
Alternatives and similar repositories for causal-gen:
Users that are interested in causal-gen are comparing it to the libraries listed below
- Code for Diff-SCM paper☆93Updated last year
- GAN-based method to create counterfactual explanations for chest X-rays☆23Updated 2 years ago
- Code for the paper "Counterfactual contrastive learning: robust representations via causal image synthesis"☆15Updated 5 months ago
- [ICLR 2023 spotlight] MEDFAIR: Benchmarking Fairness for Medical Imaging☆60Updated last year
- This repository summarizes the material gathered for the tutorial on learning disentangled representations in the imaging domain, and ser…☆60Updated 2 years ago
- Repository to train Latent Diffusion Models on Chest X-ray data (MIMIC-CXR) using MONAI Generative Models☆57Updated last year
- Semi-Supervised Learning for Deep Causal Generative Models☆21Updated 3 months ago
- Archive for Self-supervised learning in Medical images (A4SM).☆56Updated 2 years ago
- ICAM: Interpretable Classification via Disentangled Representations and Feature Attribution Mapping☆53Updated 2 years ago
- Benchmark study of quality and faithfulness of counterfactual image generation☆20Updated 2 months ago
- Code for "Cascaded Latent Diffusion Models for High-Resolution Chest X-ray Synthesis" @ PAKDD 2023☆51Updated last year
- ☆18Updated 2 years ago
- ☆61Updated 2 years ago
- [ NeurIPS 2023 ] Official Codebase for "Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback"☆17Updated last year
- Multi-view-AE: An extensive collection of multi-modal autoencoders implemented in a modular, scikit-learn style framework.☆50Updated 6 months ago
- The official implementation of our IPMI 2023 paper "SADM: Sequence-Aware Diffusion Model for Longitudinal Medical Image Generation"☆56Updated last year
- Official implementation for "Generative AI for Medical Imaging: extending the MONAI Framework"☆48Updated last year
- ☆76Updated last year
- Morpho-MNIST: Quantitative Assessment and Diagnostics for Representation Learning (http://jmlr.org/papers/v20/19-033.html)☆85Updated 3 weeks ago
- Repository associated to the UQinMIA Tutorial @ MICCAI 2023☆27Updated 4 months ago
- [MICCAI'2024, Oral] Official implementation of BrLP method from "Enhancing Spatiotemporal Disease Progression Models via Latent Diffusion…☆61Updated last week
- A Benchmark for Failure Detection under Distribution Shifts in Image Classification☆30Updated 4 months ago
- [Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization☆26Updated last month
- Repository to train ControlNet on Brain data (UK BIOBANK) using MONAI Generative Models☆77Updated last year
- Official PyTorch code for "Out-of-distribution detection with denoising diffusion models"☆47Updated 8 months ago
- Code for the paper "Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed", TMLR 2022, Bernhardt et…☆20Updated 2 years ago
- [DALI 2022] "Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study" by Gregory Holste, Song Wang, Ziyu Jian…☆31Updated 2 years ago
- An interpretable progression model for high-dimensional neuroimaging data.☆12Updated last year
- Official implementation of the paper "Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical Image Classific…☆23Updated 2 years ago
- Official Pytorch Implementation for y-Aware Contrastive Learning☆55Updated last year