Original Research
Published
PlantDefender: a unified deep learning approach for maize disease and pest detection
Saleh Albahli · Marriam Nawaz · Tahira Nazir
Frontiers in Plant Science
doi 10.3389/fpls.2026.1960161
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Showing 62 articles
Original Research
Published
Fine-tuning improves deep learning-based digital phenotyping of lettuce genetic resources
Eunju Lee · Yuseok Jeong · Hyo Jun Bae · Yoon-Jung Lee · Seong-Hoon Kim · Young-Wang Na · Hwan-suk Cheong · Inchan Choi
Frontiers in Plant Science
doi 10.3389/fpls.2026.1970840
Original Research
Published
Differential sparse attention framework for accurate ovarian cancer subtype classification using DenseNet121
Muhammad Shoaib Saleem · Javed Rashid · Turke Althobaiti · Faiza Jameel · Khiati Zakaria · Hari Mohan Rai · Anwar Ghani
Frontiers in Digital Health
doi 10.3389/fdgth.2026.1875306
Original Research
Published
Multimodal classification of skin lesions based on lightweight gated low-rank hyper-fusion network
Ke Wang · Tao Zhang · Xingqi Liu · Jiancun Zhou · Qian He · Jianxin He
Frontiers in Digital Health
doi 10.3389/fdgth.2026.1947161
Original Research
Published
GSDD-net: an efficient feature extraction method for gear-surface defects in complex industrial environments
Kesheng Wang · Huawei Zhang · Tong Yang · Peng Shen · Yongxiang Zhao
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1983450
Original Research
Published
Bridging the performance–efficiency gap: a resource-efficient hybrid DL-ML framework for jackfruit disease detection
Rittik Chandra Das Turjy · Fahmid Al Farid · Md. Hasan Imam Bijoy · Sarbajit Paul Bappy · Amir Sohel · Jia Uddin · Hezerul Bin Abdul Karim
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1884567
Original Research
Published
DeformDANet: morphology-aware detection with population estimation for shrimp post-larvae in dense aquaculture imagery
Sugunapriya A · Markkandan S
Frontiers in Marine Science
doi 10.3389/fmars.2026.1965583
Original Research
Published
An attention-enhanced hybrid CNN-BiLSTM framework for multiclass epileptic seizure recognition using EEG signals
Bobbinpreet Kaur · Sheenam Middha · Aleem Ali · Noman Khan · Reham Alhejaili · Ahmed H. Almutairi
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1949040
Original Research
Published
Neuromorphic-classical hybrid framework for real-time augmented reality processing: adaptive stream fusion with dynamic threshold modulation and uncertainty-aware sensor integration
Akey Sungheetha · Oluwasegun Julius Aroba · Rajesh Sharma Rajendran
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1817408
Original Research
Published
A feature-optimized EEG framework using multiscale entropy and metaheuristic optimization for cognitive analysis
Keerthika N. · Kiruthika V.
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1888234
Original Research
Published
Object detection for autonomous driving environmental perception and its applications
Xu Xu · Yang Liu · Huijun Yao
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1940224
Original Research
Published
Detection and exploratory severity grading of age-related macular degeneration using machine learning
Ahmad Ryad Soobhany · Mohammed Thafheem
Frontiers in Imaging
doi 10.3389/fimag.2026.1888372
Original Research
Published
Community-informed identification and analysis of wildlife poaching hotspots for targeted IoT deployment
Rahul Siyanwal · Satish Narayana Srirama
Frontiers in the Internet of Things
doi 10.3389/friot.2026.1893789
Original Research
Published
SMBO: a Sinusoidal Modulation Bi-population Optimizer for brain cancer MRI image clustering
Yingzhi Li · Kan Yu · Zhiwei Ye
Frontiers in Neuroscience
doi 10.3389/fnins.2026.1849626
Original Research
Published
Hybrid multi-model framework with knowledge distillation for precise and efficient sickle cell detection
Metta Manikanta Karthikeya Reddy · Cherukuri Krishna Lathvik · Arumuga Arun R · Karthik K
Frontiers in Digital Health
doi 10.3389/fdgth.2026.1938284
Original Research
Published
Visual cues in MI-BCI induce biases in EEG classification models with deep learning but not with standard machine learning
David Trocellier · Simon Kojima · Bernard N'kaoua · Fabien Lotte
Frontiers in Neuroergonomics
doi 10.3389/fnrgo.2026.1804143
Original Research
Published
Classification of forearm muscle forces for controlling assistive devices
Laxmi Gupta · Naveeta Kharendra · Alok Prakash
Frontiers in Medical Engineering
doi 10.3389/fmede.2026.1942273
Review
Published
AI-driven multi-omics integration in breast cancer: clinical applications, immunotherapy prediction, and translational challenges
Zi-Yao Wang · Na Liu · Min-Bin Chen
Frontiers in Molecular Biosciences
doi 10.3389/fmolb.2026.1875788
Original Research
Published
The application of deep neural networks to the detection of lumbar hernias: results from the approaches based on convolutional networks and transformers
António Fernandes · João Pedro Mazuco Rodriguez · Susana Moleirinho · Irina Trofimenko · Ekaterina Guseva · Alexander Martinovich · Ilzane Maria de Oliveira Morais · Louise Bisolo · Luís Mendes Gomes · José Machado
Frontiers in Radiology
doi 10.3389/fradi.2026.1722312
Original Research
Published
Deep learning-based classification of wet direct seeded rice, broadcasted direct seeded rice and transplanted rice using drone imagery for precision agriculture
Amrutha Lakshmi Gubbala · Santosha Rathod · Ramesh Dasyam · Mahender Kumar Rapolu · Arun Kumar Dasari · Pundarikakshudu Kurra · Hanuma Raviteja Madireddy · Prajwal R. Shashishekhar · Ravi V. Mural · Anil Kumar · Raman Meenakshi Sundaram
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1698781
Original Research
Published
MAFD-NET: multi-head attention dynamic sampling fusion network for power tower detection in high-resolution remote sensing images
Rui Ye · Tao Guo · Gong Chen · Chengyan He · Wei Zhang · Chun Xie
Frontiers in Energy Research
doi 10.3389/fenrg.2026.1888547
Original Research
Published
Design of a transfer learning fault identification model based on a Markov field and an improved DarkNet
Wenhao Liu · Hong Jiang
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1883839
Original Research
Published
Hybrid EEG–EMG intention decoding for real-time triggering of a lower-limb exoskeleton
Ke Wang · Wenshan Li · Danyang Ding · Lei Wang · Yue Sun · Hongbo Zhao · Weijun Gong
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1914651
Original Research
Published
TF-Mamba-DPHNet: a time-frequency state-space and dual-path interaction framework with hybrid cross-scale feature calibration for speech enhancement
Shaik AreefaBegam · Sunnydayal Vanambathina
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1911510
Review
Published
Tracing the geographical origin of forest-sourced medicinal materials by hyperspectral imaging: a critical review for smart forestry
Ming Ding · Zhengwei Chen · Haili Gao · Lijuan Chen · Sufang Han
Frontiers in Forests and Global Change
doi 10.3389/ffgc.2026.1921308
Original Research
Published
GICPIdb: an archival repository of multimodal data focusing on pathological images for gastrointestinal cancers
Huang Chen · Ling Tong · Jinyang Liu · Kai Liu · Xintao Li · Shufang Shi · Shuxue Xi · Geng Tian · Meijun Zhang · Dingrong Zhong · Shijun Li · Jialiang Yang
Frontiers in Big Data
doi 10.3389/fdata.2026.1924721
Original Research
Published
An adaptive visual diagnostic model for complex scenes based on unsupervised pseudo-label continuous learning and BiFPN-enhanced YOLO
Xingque Xu · Lifei Li · Shaoyan Jiang · Yongjian Li · Bei Li
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1911412
Original Research
Published
MemAF-KTCBM: a Memory-Aware Fractional optimisation-enabled deep learning model for atherosclerosis classification
Nazarkar Pravalika · Jabeena A. · Vetriveeran Rajamani
Frontiers in Medical Technology
doi 10.3389/fmedt.2026.1901028
Original Research
Published
Enhanced mask-region-based segmentation with parallel CNN for object detection in traffic scenarios
R. Kiranmai · R. Deeptha
Frontiers in Future Transportation
doi 10.3389/ffutr.2026.1888173
Systematic Review
Published
Computational analysis of heart rate variability in ASD and ADHD: a systematic review
Raul-Alexandru Gorgan · Teodor-Traian Ştefǎnuţ · Dorian Gorgan
Frontiers in Computational Neuroscience
doi 10.3389/fncom.2026.1911271
Original Research
Published
Enhancing IoT botnet detection with explainable ensemble learning
Linda Joseph · Sambath M. · Vivekanandan M.
Frontiers in Big Data
doi 10.3389/fdata.2026.1811967
Original Research
Published
Convergent representations of linguistic constructions in human and artificial neural systems
Pegah Ramezani · Thomas Kinfe · Andreas Maier · Achim Schilling · Patrick Krauss
Frontiers in Language Sciences
doi 10.3389/flang.2026.1846406
Original Research
Published
DBF-YOLO: a lightweight dual-branch fusion method for Visible-SAR cross-modal remote sensing target detection
Xiaofeng Zhao · Chenxiao Li · Hui Zhang · Kehao Wang · Fan Zhang · Hanshuo Huo · Zhili Zhang
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1919576
Original Research
Published
An explainable AI framework integrating deep learning and large language model for student’s mental health
Rupali D. Kasar · Garima Shukla
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1893420
Original Research
Published
Dual-domain transformer-based learned primal-dual reconstruction for PET imaging
Anton Adelöw · Hamidreza Rashidykanan · Alessandro Guazzo · Massimiliano Colarieti-Tosti
Frontiers in Nuclear Medicine
doi 10.3389/fnume.2026.1885873
Original Research
Published
AgriFusionNet: a context-aware multimodal leaf disease diagnosis and classification system for sustainable plant health monitoring
Vanmathi C · Nischitha N Shetty · Mangayarkarasi Ramaiah · Selvamuthukumaran T · Sowbiya Muneer · Vijayalakshmi Shankar
Frontiers in Fungal Biology
doi 10.3389/ffunb.2026.1779786
Original Research
Published
Artificial intelligence-based efficient model for the detection of non-technical losses in smart grids
Hassan Ali Khan · Zahid Wadud · Ghulam Hafeez · Ateeq Ur Rehman · Sandra Corasaniti · Paolo Coppa
Frontiers in Energy Efficiency
doi 10.3389/fenef.2026.1853133
Original Research
Published
Noise-robust temporal–spectral fusion transformers for EEG-based cognitive state classification in aviation environments
Quynh Anh Nguyen · Nam Anh Dao · Long Nguyen
Frontiers in Big Data
doi 10.3389/fdata.2026.1837706
Original Research
Published
Development of a deep learning model for intussusception using point-of-care ultrasound
Anand Thyagachandran · Brian Lefchak · Hema A. Murthy · Kelly R. Bergmann · Manu Madhok
Frontiers in Radiology
doi 10.3389/fradi.2026.1812587
Original Research
Published
SAU-MTF: Siamese attention U-Net with multimodal temporal fusion for accurate deforestation detection
Poovayar M. Priya
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1701194
Original Research
Published
Distributed multi-robot LiDAR SLAM with ground-optimized preprocessing and slope-adaptive segmentation
Yu Wang · Qiang Zou · Fei Wang
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1839252
Original Research
Published
SwinPyramidNet: a deep learning network for pear leaf disease classification using hybrid convolutional feature pyramids and swin transformer
Tejas Sharma · Nikhil Shinde · J. Mukundh · R. Karthik · K. Suganthi
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1821900
Original Research
Published
AI-enabled multi-disease diagnosis using low-cost CBC reports
Maria Bibi · Waqar Khalid Saeed · Saima Jabeen · Sajid Shah · Gauhar Ali · Mohammed ELAffendi · Maqbool Khan
Frontiers in Imaging
doi 10.3389/fimag.2026.1754419
Original Research
Published
Research on leakage detection and location method of natural gas pipeline under strong noise condition
Yifei Gao · Huiying Zhang
Frontiers in Acoustics
doi 10.3389/facou.2026.1840924
Original Research
Published
Edge-intelligent AIoT digital twins for scalable and privacy-aware healthcare monitoring
Minhee Jun · Hanseok Ko
Frontiers in the Internet of Things
doi 10.3389/friot.2026.1779129
Original Research
Published
Active physical human-exoskeleton interaction based on motion intention adaptive recognition and synchronous tracking
Weiguo Shi · Weiqun Wang · Jiaxing Wang · Shengda Liu · Xu Liang · Tianyu Lin · Kexin Xiang · Zeng-Guang Hou
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1779125
Original Research
Published
A context-aware transformer with weighted residual for efficient remote sensing target detection
Zhongyu Li · Yimin Shen · Xiaoping Jing · Rong Wang · Di Zhou · Yangyong Guo · Wei Yu · Fei Du
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1774633
Original Research
Published
HarmoAtt-IK: an adaptive multimodal feature fusion network for real-time neural inverse kinematics
Xukun Liu · Fengjuan Xie · Yu Liu · Jiaqiu Song
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1769924