{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,10]],"date-time":"2025-12-10T18:40:19Z","timestamp":1765392019028,"version":"3.46.0"},"reference-count":37,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3634757","type":"journal-article","created":{"date-parts":[[2025,11,19]],"date-time":"2025-11-19T18:46:49Z","timestamp":1763578009000},"page":"204337-204354","source":"Crossref","is-referenced-by-count":0,"title":["A Hybrid Diffusion-VAE for High-Fidelity Tissue Doppler Imaging Augmentation in Cardiotoxicity Detection"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1732-551X","authenticated-orcid":false,"given":"Ahmed","family":"Bouatmane","sequence":"first","affiliation":[{"name":"2IACS Laboratory, ENSET Mohammedia, Hassan II University of Casablanca, Mohammedia, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5458-2294","authenticated-orcid":false,"given":"Abdelmajid","family":"Bousselham","sequence":"additional","affiliation":[{"name":"2IACS Laboratory, ENSET Mohammedia, Hassan II University of Casablanca, Mohammedia, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdelaziz","family":"Daaif","sequence":"additional","affiliation":[{"name":"2IACS Laboratory, ENSET Mohammedia, Hassan II University of Casablanca, Mohammedia, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohamed","family":"Youssfi","sequence":"additional","affiliation":[{"name":"2IACS Laboratory, ENSET Mohammedia, Hassan II University of Casablanca, Mohammedia, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Omar","family":"Bouattane","sequence":"additional","affiliation":[{"name":"EEIS Laboratory, ENSET Mohammedia, Hassan II University of Casablanca, Mohammedia, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/iraset60544.2024.10548722"},{"key":"ref2","first-page":"21486","article-title":"NVAE: A deep hierarchical variational autoencoder","volume-title":"Proc. NeurIPS","author":"Xu"},{"key":"ref3","first-page":"18401","article-title":"Improved transformer for high-resolution GANs","volume-title":"Proc. NeurIPS","volume":"34","author":"Zhao"},{"key":"ref4","first-page":"234","article-title":"U-Net: Convolutional networks for biomedical image segmentation","volume-title":"Proc. NeurIPS","author":"Ronneberger"},{"key":"ref5","article-title":"Scalable diffusion models with transformers","author":"Peebles","year":"2022","journal-title":"arXiv:2212.09748"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1312.6114"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01042"},{"key":"ref8","article-title":"Improved denoising diffusion probabilistic models","author":"Nichol","year":"2021","journal-title":"arXiv:2102.09672"},{"key":"ref9","article-title":"Diffusion-based approaches in medical image generation and analysis","author":"Al Nomaan Nafi","year":"2024","journal-title":"arXiv:2412.16860"},{"key":"ref10","article-title":"DINOv2: Learning robust visual features without supervision","author":"Oquab","year":"2023","journal-title":"arXiv:2304.07193"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2022.105952"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2024.109446"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2024.110810"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.mlwa.2025.100652"},{"article-title":"Score-based generative modeling through stochastic differential equations","volume-title":"Proc. ICLR","author":"Song","key":"ref15"},{"article-title":"Cascaded diffusion models for high fidelity image generation","volume-title":"Proc. ICLR","author":"Ho","key":"ref16"},{"article-title":"Denoising diffusion implicit models","volume-title":"Proc. ICLR","author":"Song","key":"ref17"},{"article-title":"DiffWave: A versatile diffusion model for audio synthesis","volume-title":"Proc. ICLR","author":"Yang","key":"ref18"},{"article-title":"Diffusion models for latent representation learning","volume-title":"Proc. ICLR","author":"Lu","key":"ref19"},{"key":"ref20","first-page":"4743","article-title":"Improved variational inference with inverse autoregressive flow","volume-title":"Proc. ICLR","author":"Kingma"},{"article-title":"\u03b2-VAE: Learning basic visual concepts with a constrained variational framework","volume-title":"Proc. ICLR","author":"Higgins","key":"ref21"},{"key":"ref22","first-page":"6306","article-title":"Neural discrete representation learning","volume-title":"Proc. ICLR","author":"van den Oord"},{"key":"ref23","first-page":"14866","article-title":"Generating diverse high-fidelity images with VQ-VAE-2","volume-title":"Proc. ICLR","author":"Razavi"},{"article-title":"An image is worth 16\u00d716 words: Transformers for image recognition at scale","volume-title":"Proc. ICLR","author":"Dosovitskiy","key":"ref24"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-023-02419-1"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/s10278-021-00556-w"},{"key":"ref27","article-title":"AI-driven cardiotoxicity prediction using generative adversarial networks","volume":"125","author":"Li","year":"2022","journal-title":"J. Biomed. Inform."},{"issue":"4","key":"ref28","first-page":"857","article-title":"Enhancing cardiotoxicity detection in oncology with GAN-augmented multimodal data","volume":"42","author":"Liu","year":"2023","journal-title":"IEEE Trans. Med. Imag."},{"issue":"1","key":"ref29","first-page":"24","article-title":"GAN-based synthetic data augmentation for enhancing predictive performance in medical imaging","volume":"46","author":"Chen","year":"2022","journal-title":"J. Med. Syst."},{"article-title":"DPM-solver: A fast solver for diffusion probabilistic model sampling","volume-title":"Proc. NeurIPS","author":"Shi","key":"ref30"},{"article-title":"Flow matching for generative modeling","volume-title":"Proc. NeurIPS","author":"Ho","key":"ref31"},{"key":"ref32","first-page":"6840","article-title":"Denoising diffusion probabilistic models","volume-title":"Proc. NeurIPS","volume":"33","author":"Ho"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3556700"},{"key":"ref34","first-page":"3738","article-title":"Ladder variational autoencoders","volume-title":"Proc. NeurIPS","author":"S\u00f8nderby"},{"article-title":"PixelVAE: A latent variable model for natural images","volume-title":"Proc. ICLR Workshop","author":"Gulrajani","key":"ref35"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.echo.2014.07.012"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1093\/eurheartj\/ehac244"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/11258620.pdf?arnumber=11258620","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,10]],"date-time":"2025-12-10T18:33:54Z","timestamp":1765391634000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11258620\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":37,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3634757","relation":{},"ISSN":["2169-3536"],"issn-type":[{"type":"electronic","value":"2169-3536"}],"subject":[],"published":{"date-parts":[[2025]]}}}