Frontiers in Artificial Intelligence | Pattern Recognition section | New and Recent Articles https://www.frontiersin.org/journals/artificial-intelligence/sections/pattern-recognition RSS Feed for Pattern Recognition section in the Frontiers in Artificial Intelligence journal | New and Recent Articles en-us Frontiers Feed Generator,version:1 2026-09-15T00:02:54.548+00:00 60 https://www.frontiersin.org/articles/10.3389/frai.2026.1978866 https://www.frontiersin.org/articles/10.3389/frai.2026.1978866 <![CDATA[Correction: Evaluating the real-world robustness of face-swap detection models under compression and noise]]> 2026-09-11T00:00:00Z Correction Baocai LiFazli Bin AzzaliNik Fatinah binti N. Mohd Farid https://www.frontiersin.org/articles/10.3389/frai.2026.1800355 https://www.frontiersin.org/articles/10.3389/frai.2026.1800355 <![CDATA[AI-assisted longitudinal cardiac phenotyping identifies domain-specific remodeling patterns in Fabry cardiomyopathy]]> 2026-09-10T00:00:00Z Original Research Kuo-Tzu SungWen-Chung YuMing-En LiuPo-Lin LinYau-Huei LaiHsiang-Wei YangSheng-Hsiung ChangChung-Lieh HungDau-Ming Niu  0.05). In the LVGLS analysis, concordant adverse remodeling was most frequent (18/38, 47.4%), followed by electrical-leading adverse remodeling (12/38, 31.6%), mechanical-leading adverse remodeling (5/38, 13.2%), and concordant favorable remodeling (3/38, 7.9%). The phenotype distribution differed significantly between untreated and ERT-treated patients (p < 0.001).ConclusionAI-assisted longitudinal monitoring enables consistent characterization of non-parallel, domain-specific change patterns. Electrical–mechanical phenotypes were heterogeneous, with a significant difference in phenotype distribution between untreated and ERT-treated patients.]]> https://www.frontiersin.org/articles/10.3389/frai.2026.1905582 https://www.frontiersin.org/articles/10.3389/frai.2026.1905582 <![CDATA[An optimized block-based intuitionistic fuzzy framework for multi-focus image fusion]]> 2026-08-28T00:00:00Z Original Research Ragavendirane M.SJ. Reegan JebadassS. DhanasekarS. Lakshmanan https://www.frontiersin.org/articles/10.3389/frai.2026.1903277 https://www.frontiersin.org/articles/10.3389/frai.2026.1903277 <![CDATA[Multi-scale attentional feature fusion-based traffic sign detection using image dehazing process of SPP-CAE and improved optimization of YOLOv9 model]]> 2026-08-26T00:00:00Z Original Research Thiyagarajan VVidhyapathi CM https://www.frontiersin.org/articles/10.3389/frai.2026.1930978 https://www.frontiersin.org/articles/10.3389/frai.2026.1930978 <![CDATA[Editorial: Deep learning for computer vision and measurement systems]]> 2026-08-25T00:00:00Z Editorial Seyed Jalaleddin MousaviradMohammed El-AbdDiego Oliva https://www.frontiersin.org/articles/10.3389/frai.2026.1769436 https://www.frontiersin.org/articles/10.3389/frai.2026.1769436 <![CDATA[Basis-driven learnable operator for MLP-mixers]]> 2026-08-24T00:00:00Z Original Research Ahmed ElsheikhMohammed E. FoudaAhmed M. Eltawil https://www.frontiersin.org/articles/10.3389/frai.2026.1838460 https://www.frontiersin.org/articles/10.3389/frai.2026.1838460 <![CDATA[SE-ResAutoNet: an attention and residual learning framework for reliable gait-based suspect identification]]> 2026-08-24T00:00:00Z Original Research Vaishnavi MunusamySudha Senthilkumar https://www.frontiersin.org/articles/10.3389/frai.2026.1816534 https://www.frontiersin.org/articles/10.3389/frai.2026.1816534 <![CDATA[A unified MAP–EM approach to stable Gaussian mixture clustering with priors, graphs, and split–merge adaptation for document clustering]]> 2026-08-24T00:00:00Z Original Research Sumathi SubbarayanG. Hannah Grace https://www.frontiersin.org/articles/10.3389/frai.2026.1872978 https://www.frontiersin.org/articles/10.3389/frai.2026.1872978 <![CDATA[Quantum-enhanced deep learning models for automated defect detection in materials]]> 2026-08-20T00:00:00Z Original Research Aniket GargSnehal SushibineDiya ChoudhuriShrey AnandHelen Vijitha P.Jai Vinita L.Parvathy A. K.Vinaytosh MishraThompson Stephan https://www.frontiersin.org/articles/10.3389/frai.2026.1800342 https://www.frontiersin.org/articles/10.3389/frai.2026.1800342 <![CDATA[Evaluating the robustness of specialized and general-purpose facial expression recognition systems across varied scenarios]]> 2026-08-17T00:00:00Z Original Research José Salas-CáceresJavier Lorenzo-NavarroModesto Castrillón-SantanaPatricia Picazo-PeralSergio Moreno-Gil https://www.frontiersin.org/articles/10.3389/frai.2026.1817529 https://www.frontiersin.org/articles/10.3389/frai.2026.1817529 <![CDATA[Reassessing demographic bias in face attribute classification: a statistically grounded multi-model evaluation on FairFace and UTKFace]]> 2026-08-14T00:00:00Z Original Research Andisani NemavholaSerestina ViririColin Chibaya 1). In contrast, gender disparities remain smaller, with gaps between 0.0280 and 0.0582 on FairFace and 0.0194–0.0326 on UTKFace, and correspondingly small effect sizes (d < 0.13). Despite modest differences in overall accuracy across models, subgroup disparities remain statistically significant across all architectures. These findings emphasize the importance of subgroup-level evaluation, uncertainty quantification, and statistical validation for reliable fairness assessment in face analysis systems.]]> https://www.frontiersin.org/articles/10.3389/frai.2026.1897208 https://www.frontiersin.org/articles/10.3389/frai.2026.1897208 <![CDATA[Emotion recognition from body movement through interpretable motion-aware sequential modeling]]> 2026-08-06T00:00:00Z Original Research Sergio Esteban-RomeroIván Martín-FernándezRubén San-SegundoManuel Gil-MartínFernando Fernández-Martínez https://www.frontiersin.org/articles/10.3389/frai.2026.1816796 https://www.frontiersin.org/articles/10.3389/frai.2026.1816796 <![CDATA[Hybrid CNN with angular margin supervision for robust face identification and verification]]> 2026-07-27T00:00:00Z Original Research Andisani NemavholaColin ChibayaSerestina Viriri https://www.frontiersin.org/articles/10.3389/frai.2026.1858540 https://www.frontiersin.org/articles/10.3389/frai.2026.1858540 <![CDATA[PSO-based parameter optimization of intuitionistic fuzzy generator for low-light image enhancement]]> 2026-07-16T00:00:00Z Original Research Uma Maheswari S.Jagatheswari S. https://www.frontiersin.org/articles/10.3389/frai.2026.1834376 https://www.frontiersin.org/articles/10.3389/frai.2026.1834376 <![CDATA[Towards synthetic fillers for fair photo lineups: application of generative AI in criminal law proceedings]]> 2026-07-07T00:00:00Z Original Research A. DörschR. NicholsC. BuschC. Rathgeb https://www.frontiersin.org/articles/10.3389/frai.2026.1878911 https://www.frontiersin.org/articles/10.3389/frai.2026.1878911 <![CDATA[Symmetry-constrained hybrid quantum-classical convolutional neural networks for rotation-robust face recognition]]> 2026-07-02T00:00:00Z Original Research S. Sony PriyaR. I. Minu https://www.frontiersin.org/articles/10.3389/frai.2026.1804734 https://www.frontiersin.org/articles/10.3389/frai.2026.1804734 <![CDATA[Compact waste image classification with multi-student CNNs and edge-oriented model selection]]> 2026-06-30T00:00:00Z Original Research Mohamed EchchidmiAnas Bouayad https://www.frontiersin.org/articles/10.3389/frai.2026.1835651 https://www.frontiersin.org/articles/10.3389/frai.2026.1835651 <![CDATA[Evaluating the real-world robustness of face-swap detection models under compression and noise]]> 2026-06-23T00:00:00Z Original Research Baocai LiFazli Bin AzzaliNik Fatinah binti N. Mohd Farid https://www.frontiersin.org/articles/10.3389/frai.2026.1833234 https://www.frontiersin.org/articles/10.3389/frai.2026.1833234 <![CDATA[Violation detection in power operation sites based on multi-scale detection and few-shot learning]]> 2026-06-16T00:00:00Z Original Research Yaokuan WenJun WangQiming LiuMo ZhouMinzhe Tian https://www.frontiersin.org/articles/10.3389/frai.2026.1834763 https://www.frontiersin.org/articles/10.3389/frai.2026.1834763 <![CDATA[Adaptive quadtree-based segmentation of nucleus and cytoplasm in pap-smear images: a lightweight and interpretable approach for automated cytology]]> 2026-06-12T00:00:00Z Original Research Wasswa WilliamAndrew Ware