NeurIPS 2023 Workshop DGM4H Submissions

Lesion in-and-out painting for medical image augmentation
Yisak Kim, Kyungmin Jeon, Soyeon Kim, Chang Min Park
- Published: 27 Oct 2023, Last Modified: 27 Oct 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Texture synthesis for realistic-looking virtual colonoscopy using mask-aware transformer
Seunghyun Jang, Yisak Kim, Dongheon Lee, Chang Min Park
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
MEDiC: Mitigating EEG Data Scarcity Via Class-Conditioned Diffusion Model
Gulshan Sharma, Abhinav Dhall, Ramanathan Subramanian
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Multi-V-Stain: Multiplexed Virtual Staining of Histopathology Whole-Slide Images
Sonali Andani, Boqi Chen, Joanna Ficek-Pascual, Simon Heinke, Ruben Casanova, Bettina Sobottka, Bernd Bodenmiller, Viktor Koelzer, Gunnar Ratsch
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Generative models for wearables data
Arinbjörn Kolbeinsson, Luca Foschini
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Synthetic Sleep EEG Signal Generation using Latent Diffusion Models
Bruno Aristimunha, Raphael Yokoingawa de Camargo, Sylvain Chevallier, Oeslle Lucena, Adam G Thomas, M. Jorge Cardoso, Walter Hugo Lopez Pinaya, Jessica Dafflon
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Spotlight
- Readers: Everyone
JoLT: Jointly Learned Representations of Language and Time-Series
Yifu Cai, Mononito Goswami, Arjun Choudhry, Arvind Srinivasan, Artur Dubrawski
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
mmNormVAE: Normative Modeling on Multimodal Neuroimaging Data using Variational Autoencoders
Sayantan Kumar, Philip Payne, Aristeidis Sotiras
- Published: 27 Oct 2023, Last Modified: 19 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Uncovering the latent dynamics of whole-brain fMRI tasks with a sequential variational autoencoder
Eloy Geenjaar, Donghyun Kim, Riyasat Ohib, Marlena Duda, Amrit Kashyap, Sergey M. Plis, Vince Calhoun
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Closing Gaps: An Imputation Analysis of ICU Vital Signs
Robin van de Water, Bert Arnrich
- Published: 27 Oct 2023, Last Modified: 02 Apr 2024
- NeurIPS 2023 Workshop DGM4H Withdrawn Submission
- Readers: Everyone
Transferring Movement Understanding for Parkinson’s Therapy by Generative Pre-Training
Emily Napier, Gavia Gray, Tristan Loria, Veronica Vuong, Michael Thaut, Sageev Oore
- Published: 27 Oct 2023, Last Modified: 29 Jan 2024
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
CHIRon: A Generative Foundation Model for Structured Sequential Medical Data
Brian L. Hill, Melikasadat Emami, Vijay S Nori, Aldo Cordova-Palomera, Robert E. Tillman, Eran Halperin
- Published: 27 Oct 2023, Last Modified: 07 Dec 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
A 3D Conditional Diffusion Model for Image Quality Transfer - An Application to Low-Field MRI
Seunghoi Kim, Daniel C. Alexander, Ahmed Karam Eldaly, Matteo Figini, Henry F J Tregidgo
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
BuDDI: Bulk Deconvolution with Domain Invariance to predict cell-type-specific perturbations from bulk
Natalie R Davidson, Casey Greene
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Investigating Causality Between Genotype And Clinical Phenotype In Neurological Disorders Using Structural Causal Model and Normalizing Flow
Fanyang Yu, Rongguang Wang, Pratik Chaudhari, Christos Davatzikos
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
flowVI: Flow Cytometry Variational Inference
Kemal Inecik, Adil Meric, Fabian J Theis
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
DiffRNAFold: Generating RNA Tertiary Structures with Latent Space Diffusion
Mihir Bafna, Vikranth Keerthipati, Subhash Chandra Kanaparthi, Ruochi Zhang
- Published: 27 Oct 2023, Last Modified: 11 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance
June-Woo Kim, Chihyeon Yoon, Miika Toikkanen, Sangmin Bae, Ho-Young Jung
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
A GAN Model with Controllable Lesion Generation for Synthetic Capsule Endoscopy Datasets
Hyundong Choi, Heechul Jung
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Semi-Supervised Diffusion Model for Brain Age Prediction
Ayodeji Ijishakin, Sophie A. Martin, Florence J Townend, James H. Cole, ANDREA MALASPINA
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Federated learning for causal inference using deep generative disentangled models
Alejandro Almodóvar, Juan Parras, Santiago Zazo
- Published: 27 Oct 2023, Last Modified: 06 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Are we going MAD? Benchmarking Multi-Agent Debate between Language Models for Medical Q&A
Andries Petrus Smit, Paul Duckworth, Nathan Grinsztajn, Kale-ab Tessera, Thomas D Barrett, Arnu Pretorius
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
The Negative Impact of Denoising on Automated Classification of Electrocardiograms
Federica Granese, Ahmad Fall, Alex Lence, Joe-Elie Salem, Jean-Daniel Zucker, Edi Prifti
- Published: 27 Oct 2023, Last Modified: 09 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone
Protein Inpainting Co-Design with ProtFill
Elizaveta Kozlova, Arthur Valentin, Daniel Nakhaee-Zadeh Gutierrez
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 BestPaper
- Readers: Everyone
LC-SD: Realistic Endoscopic Image Generation with Limited Training Data
Joanna Kaleta, Diego Dall'alba, Szymon Plotka, Przemyslaw Korzeniowski
- Published: 27 Oct 2023, Last Modified: 10 Nov 2023
- DGM4H NeurIPS 2023 Poster
- Readers: Everyone