Computer Science | Industrial Engineering ODNet: A High Real-Time Network Using Orthogonal Decomposition for Few-Shot Strip Steel Surface Defect Classification. July 27, 2024
Biomedical Engineering | Machine Learning | Neurology Harnessing Few-Shot Learning for EEG signal classification: a survey of state-of-the-art techniques and future directions. July 26, 2024
Deep Learning | Medical Device Classification | Medical Image Analysis Few-Shot Conditional Learning: Automatic and Reliable Device Classification for Medical Test Equipment. July 26, 2024
Cognitive Communication | Wireless Security Tackling Few-Shot Challenges in Automatic Modulation Recognition: A Multi-Level Comparative Relation Network Combining Class Reconstruction Strategy. July 13, 2024
Artificial Intelligence | Computer Vision | Machine Learning Class-Irrelevant Feature Removal for Few-Shot Image Classification. July 9, 2024
Artificial Intelligence | Bioinformatics | Protein Engineering Enhancing efficiency of protein language models with minimal wet-lab data through few-shot learning. July 2, 2024
Dermatology Boosting few-shot rare skin disease classification via self-supervision and distribution calibration. July 1, 2024
Radiology Few-Shot Learning for Medical Image Segmentation Using 3D U-Net and Model-Agnostic Meta-Learning (MAML). June 27, 2024
Industrial Engineering | Safety Engineering Few-shot bearing fault detection based on multi-dimensional convolution and attention mechanism. June 14, 2024
Clinical Science | Healthcare | Natural Language Processing Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks: Algorithm Development and Validation Study. June 14, 2024
Communication Systems | Machine Learning | Optical Engineering Combined modulation format identification and optical signal-to-noise ratio monitoring with high accuracy and generalizability based on a proposed fused module few-shot learning algorithm in dynamic coherent optical transmissions. June 11, 2024