{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,3]],"date-time":"2026-03-03T07:03:48Z","timestamp":1772521428832,"version":"3.50.1"},"reference-count":48,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T00:00:00Z","timestamp":1764633600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T00:00:00Z","timestamp":1764633600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,12,2]]},"DOI":"10.1109\/sds68531.2025.11409869","type":"proceedings-article","created":{"date-parts":[[2026,3,2]],"date-time":"2026-03-02T20:53:31Z","timestamp":1772484811000},"page":"45-52","source":"Crossref","is-referenced-by-count":0,"title":["Efficient Deep Learning for Biometrics: Overview, Challenges and Trends in Ear of Frugal AI"],"prefix":"10.1109","author":[{"given":"Karim","family":"Haroun","sequence":"first","affiliation":[{"name":"University of Paris 8,LIASD research Lab.,,France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aya Manel","family":"Zitouni","sequence":"additional","affiliation":[{"name":"University of Paris 8,LIASD research Lab.,,France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aicha","family":"Zenakhri","sequence":"additional","affiliation":[{"name":"University of Paris 8,LIASD research Lab.,,France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Meriem Amel","family":"Guessoum","sequence":"additional","affiliation":[{"name":"National High School of Artificial Intelligence (ENSIA),Algiers,Algeria"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Larbi","family":"Boubchir","sequence":"additional","affiliation":[{"name":"University of Paris 8,LIASD research Lab.,,France"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-15753-8"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cosrev.2025.100750"},{"key":"ref3","article-title":"A comprehensive re-evaluation of biometric modality properties in the modern era","author":"Al-Refai","year":"2025","journal-title":"arXiv preprint arXiv:2508.13874"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2024.125371"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3390\/electronics13173509"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3663759"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-658-48778-2_7"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2024.3396463"},{"key":"ref9","first-page":"1725","article-title":"Simple and deep graph convolutional networks","volume-title":"International conference on machine learning.","author":"Chen"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01553"},{"key":"ref11","article-title":"Dataset distillation","author":"Wang","year":"2018","journal-title":"arXiv preprint arXiv:1811.10959"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01045"},{"key":"ref13","article-title":"Deep compression: Compressing deep neural networks with pruning, trained quantization and huffman coding","author":"Han","year":"2015","journal-title":"arXiv preprint arXiv:1510.00149"},{"key":"ref14","article-title":"Pruning filters for efficient convnets","author":"Li","year":"2020","journal-title":"arXiv preprint arXiv:1608.08710"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00286"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/iccvw.2019.00363"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.4140\/TCP.n.2015.249"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-021-01453-z"},{"key":"ref19","first-page":"6105","article-title":"Efficientnet: Rethinking model scaling for convolutional neural networks","volume-title":"International Conference on Machine Learning","author":"Tan"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00907"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3530811"},{"key":"ref22","article-title":"Mobilevit: Light-weight, generalpurpose, and mobile-friendly vision transformer","author":"Chen","year":"2022","journal-title":"arXiv preprint arXiv:2110.02178"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3007787.3001163"},{"key":"ref24","article-title":"Energy-aware deep learning on resource-constrained hardware","author":"Millar","year":"2025","journal-title":"arXiv preprint arXiv:2505.12523"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR.2016.7900006"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i7.26042"},{"key":"ref27","first-page":"1426","article-title":"Deepdecision: A mobile deep learning framework for edge video analytics","volume-title":"INFOCOM 2019 - IEEE Conference on Computer Communications","author":"Chen"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2844341"},{"key":"ref29","article-title":"A survey of synthetic data augmentation methods in computer vision","author":"Mumuni","year":"2024","journal-title":"arXiv preprint arXiv:2403.10075"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-019-0197-0"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.5555\/2002472.2002491"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2021.3090866"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/msp.2017.2765695"},{"key":"ref34","article-title":"Darts: Differentiable architecture search","volume-title":"International Conference on Learning Representations","author":"Liu"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.23919\/DATE56975.2023.10137095"},{"key":"ref36","first-page":"319","article-title":"Multi-exit semantic segmentation networks","volume-title":"Computer Vision-ECCV 2020: 16th European Conference","volume":"XXIII","author":"Huang"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-78172-8_2"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/3400302.3415698"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19983-7_9"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/tmc.2021.3072608"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3390\/jcp3020013"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2024.109290"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.mex.2025.103229"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/s00530-023-01070-5"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3390\/s21186163"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.3390\/s25185711"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3541649"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2023.102144"}],"event":{"name":"2025 12th International Conference on Software Defined Systems (SDS)","location":"Lyon, France","start":{"date-parts":[[2025,12,2]]},"end":{"date-parts":[[2025,12,5]]}},"container-title":["2025 12th International Conference on Software Defined Systems (SDS)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11409703\/11409692\/11409869.pdf?arnumber=11409869","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,3]],"date-time":"2026-03-03T06:32:59Z","timestamp":1772519579000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11409869\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,2]]},"references-count":48,"URL":"https:\/\/doi.org\/10.1109\/sds68531.2025.11409869","relation":{},"subject":[],"published":{"date-parts":[[2025,12,2]]}}}