{"doi":"10.3389/fmedt.2025.1621922","abstract":[{"lang":"eng","text":"Excessive pressure and shear forces on bedridden patients can lead to pressure injuries, particularly on those with existing ulcers. Monitoring pressure distribution is crucial for preventing such injuries by identifying high-risk areas. To address this challenge, we propose Attention Feature Network (AttnFnet), a self-attention-based deep neural network that generates pressure distribution maps from single-depth images using Conditional Generative Adversarial Network (cGAN) training. We introduce a mixed-domain SSIML2 loss function, combining structural similarity and pixel-level accuracy, along with adversarial loss, to enhance the prediction of pressure distributions for subjects lying in a bed. Evaluation results from the benchmark dataset demonstrate that AttnFnet outperforms existing methods in terms of Structural Similarity Index Measure (SSIM) and quality analysis, providing accurate pressure distribution estimation from a single depth image."}],"type":"journal_article","date_created":"2025-11-24T11:25:40Z","status":"public","publication_identifier":{"eissn":["2673-3129"]},"_id":"6346","citation":{"bibtex":"@article{Manavar_Meyer_Waßmuth_Hammer_Schneider_2025, title={ATTNFNET: feature aware depth-to-pressure translation with cGAN training}, volume={7}, DOI={<a href=\"https://doi.org/10.3389/fmedt.2025.1621922\">10.3389/fmedt.2025.1621922</a>}, journal={Frontiers in Medical Technology}, publisher={Frontiers Media SA}, author={Manavar, Neevkumar Hareshbhai and Meyer, Hanno Gerd and Waßmuth, Joachim and Hammer, Barbara and Schneider, Axel}, year={2025} }","apa":"Manavar, N. H., Meyer, H. G., Waßmuth, J., Hammer, B., &#38; Schneider, A. (2025). ATTNFNET: feature aware depth-to-pressure translation with cGAN training. <i>Frontiers in Medical Technology</i>, <i>7</i>. <a href=\"https://doi.org/10.3389/fmedt.2025.1621922\">https://doi.org/10.3389/fmedt.2025.1621922</a>","ama":"Manavar NH, Meyer HG, Waßmuth J, Hammer B, Schneider A. ATTNFNET: feature aware depth-to-pressure translation with cGAN training. <i>Frontiers in Medical Technology</i>. 2025;7. doi:<a href=\"https://doi.org/10.3389/fmedt.2025.1621922\">10.3389/fmedt.2025.1621922</a>","alphadin":"<span style=\"font-variant:small-caps;\">Manavar, Neevkumar Hareshbhai</span> ; <span style=\"font-variant:small-caps;\">Meyer, Hanno Gerd</span> ; <span style=\"font-variant:small-caps;\">Waßmuth, Joachim</span> ; <span style=\"font-variant:small-caps;\">Hammer, Barbara</span> ; <span style=\"font-variant:small-caps;\">Schneider, Axel</span>: ATTNFNET: feature aware depth-to-pressure translation with cGAN training. In: <i>Frontiers in Medical Technology</i> Bd. 7, Frontiers Media SA (2025)","chicago":"Manavar, Neevkumar Hareshbhai, Hanno Gerd Meyer, Joachim Waßmuth, Barbara Hammer, and Axel Schneider. “ATTNFNET: Feature Aware Depth-to-Pressure Translation with CGAN Training.” <i>Frontiers in Medical Technology</i> 7 (2025). <a href=\"https://doi.org/10.3389/fmedt.2025.1621922\">https://doi.org/10.3389/fmedt.2025.1621922</a>.","mla":"Manavar, Neevkumar Hareshbhai, et al. “ATTNFNET: Feature Aware Depth-to-Pressure Translation with CGAN Training.” <i>Frontiers in Medical Technology</i>, vol. 7, Frontiers Media SA, 2025, doi:<a href=\"https://doi.org/10.3389/fmedt.2025.1621922\">10.3389/fmedt.2025.1621922</a>.","short":"N.H. Manavar, H.G. Meyer, J. Waßmuth, B. Hammer, A. Schneider, Frontiers in Medical Technology 7 (2025).","ieee":"N. H. Manavar, H. G. Meyer, J. Waßmuth, B. Hammer, and A. Schneider, “ATTNFNET: feature aware depth-to-pressure translation with cGAN training,” <i>Frontiers in Medical Technology</i>, vol. 7, 2025."},"year":"2025","publication":"Frontiers in Medical Technology","main_file_link":[{"open_access":"1"}],"alternative_id":["6329"],"language":[{"iso":"eng"}],"date_updated":"2025-11-24T12:06:34Z","title":"ATTNFNET: feature aware depth-to-pressure translation with cGAN training","publisher":"Frontiers Media SA","author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0001-5048-5777/work/197766163","last_name":"Manavar","first_name":"Neevkumar Hareshbhai","id":"252930","full_name":"Manavar, Neevkumar Hareshbhai","orcid":"0009-0001-5048-5777"},{"orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-2454-3897/work/197766165","last_name":"Meyer","first_name":"Hanno Gerd","id":"231466","full_name":"Meyer, Hanno Gerd","orcid":"0000-0003-2454-3897"},{"id":"202963","first_name":"Joachim","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0006-1863-1275/work/197766166","last_name":"Waßmuth","full_name":"Waßmuth, Joachim","orcid":"0009-0006-1863-1275"},{"last_name":"Hammer","first_name":"Barbara","full_name":"Hammer, Barbara"},{"id":"213480","first_name":"Axel","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-6632-3473/work/197766167","last_name":"Schneider","orcid":"0000-0002-6632-3473","full_name":"Schneider, Axel"}],"oa":"1","volume":7,"intvolume":"         7","user_id":"263827","publication_status":"published"}