Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data

20 May 2025

Flavio Di Martino

Franca Delmastro

Author Contacts:

flavio.dimartino@iit.cnr.it franca.delmastro@iit.cnr.it

ArXiv (abs)PDF HTML

Papers citing "Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data"

30 / 30 papers shown

Title
Open-Sora: Democratizing Efficient Video Production for All Zangwei Zheng Xiangyu Peng Tianji Yang Chenhui Shen Shenggui Li Hongxin Liu Yukun Zhou Tianyi Li Yang You VGen 145 241 0 31 Dec 2024
Text-to-ECG: 12-Lead Electrocardiogram Synthesis conditioned on Clinical Text Reports Hyunseung Chung Jiho Kim Joon-Myoung Kwon K. Jeon Min Sung Lee Edward Choi MedIm 49 16 0 09 Mar 2023
A Transformer-based Diffusion Probabilistic Model for Heart Rate and Blood Pressure Forecasting in Intensive Care Unit Ping Chang Huayu Li S. Quan Shuyang Lu Shu-Fen Wung Janet Roveda Ao Li DiffM 57 20 0 16 Jan 2023
Why Are Conditional Generative Models Better Than Unconditional Ones? Fan Bao Chongxuan Li Jiacheng Sun Jun Zhu DiffM 73 24 0 01 Dec 2022
DeScoD-ECG: Deep Score-Based Diffusion Model for ECG Baseline Wander and Noise Removal Huayu Li G. Ditzler Janet Roveda Ao Li DiffM 62 52 0 31 Jul 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 193 3,898 0 26 Jul 2022
TTS-CGAN: A Transformer Time-Series Conditional GAN for Biosignal Data Augmentation Xiaomin Li Anne H. H. Ngu V. Metsis MedIm 72 33 0 28 Jun 2022
AttX: Attentive Cross-Connections for Fusion of Wearable Signals in Emotion Recognition Anubha Bhatti Behnam Behinaein Paul Hungler Ali Etemad EgoV 32 13 0 09 Jun 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 404 6,866 0 13 Apr 2022
Efficiently Modeling Long Sequences with Structured State Spaces Albert Gu Karan Goel Christopher Ré 215 1,783 0 31 Oct 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 230 7,857 0 11 May 2021
Long Range Arena: A Benchmark for Efficient Transformers Yi Tay Mostafa Dehghani Samira Abnar Songlin Yang Dara Bahri Philip Pham J. Rao Liu Yang Sebastian Ruder Donald Metzler 147 720 0 08 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 657 41,103 0 22 Oct 2020
Rethinking Attention with Performers K. Choromanski Valerii Likhosherstov David Dohan Xingyou Song Andreea Gane ... Afroz Mohiuddin Lukasz Kaiser David Belanger Lucy J. Colwell Adrian Weller 181 1,597 0 30 Sep 2020
DiffWave: A Versatile Diffusion Model for Audio Synthesis Zhifeng Kong Ming-Yu Liu Jiaji Huang Kexin Zhao Bryan Catanzaro DiffM BDL 155 1,457 0 21 Sep 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 645 18,096 0 19 Jun 2020
Modeling EEG data distribution with a Wasserstein Generative Adversarial Network to predict RSVP Events Sharaj Panwar P. Rad T. Jung Yufei Huang GAN 59 52 0 11 Nov 2019
Unsupervised Scalable Representation Learning for Multivariate Time Series Jean-Yves Franceschi Aymeric Dieuleveut Martin Jaggi SSL AI4TS 51 451 0 30 Jan 2019
Adversarial Audio Synthesis Chris Donahue Julian McAuley M. Puckette GAN 141 612 0 12 Feb 2018
Modulating early visual processing by language H. D. Vries Florian Strub Jérémie Mary Hugo Larochelle Olivier Pietquin Aaron Courville 118 489 0 02 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 704 131,652 0 12 Jun 2017
Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs Cristóbal Esteban Stephanie L. Hyland Gunnar Rätsch GAN SyDa MedIm 102 788 0 08 Jun 2017
SampleRNN: An Unconditional End-to-End Neural Audio Generation Model Soroush Mehri Kundan Kumar Ishaan Gulrajani Rithesh Kumar Shubham Jain Jose M. R. Sotelo Aaron Courville Yoshua Bengio 108 599 0 22 Dec 2016
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 430 3,213 0 30 Oct 2016
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 242 10,693 0 15 Sep 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,399 0 12 Sep 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 883 27,373 0 02 Dec 2015
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 261 14,012 0 19 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,196 0 18 May 2015
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 303 6,949 0 12 Mar 2015