A Lightweight CNN–Transformer Framework for EEG Seizure Detection with Ablation, Interpretability, and Noise-Robustness Analysis

Intelligence-Based Medicine · Published 2026-08-01 · DOI 10.1016/j.ibmed.2026.100446

Free full text

Authors (6)

B. Padmaja, Balajee Maram, Khayala Mammadova, Kodirbek Makharov, Maytham T. Qasim, Mohammad Khishe

Abstract

PubPorta does not have an abstract for this article yet.

Read the article at the publisher →

Publication details

Year

2026

Citation

Padmaja, B., Maram, B., Mammadova, K., et al. (2026). A Lightweight CNN–Transformer Framework for EEG Seizure Detection with Ablation, Interpretability, and Noise-Robustness Analysis. Intelligence-Based Medicine. https://doi.org/10.1016/j.ibmed.2026.100446

Related articles

• Advancing glaucoma diagnosis: Multi-modal deep learning with vision transformer architectures · Intelligence-Based Medicine · 2026 · Cites or is cited by this article · Same journal
• Deep learning · Nature · 2025 · Cites or is cited by this article
• Enhancing discharge location prediction for patients undergoing orthopedic surgery using side-tuning · Intelligence-Based Medicine · 2026 · Same journal
• KAMDA: A multi-view Kolmogorov-Arnold Network integrating pre-trained BERT embeddings and similarity-based imputation for microbe-drug association prediction · Intelligence-Based Medicine · 2026 · Same journal
• Multi-dataset lung and colon cancer histopathology classification using hybrid CNN-vision transformer · Intelligence-Based Medicine · 2026 · Same journal
• Efficient Few-Shot Learning for Medical Image Classification: A Practical Review of Lightweight and Resource-Aware Approaches · Intelligence-Based Medicine · 2026 · Same journal
• LiT-HiSegFormer-Net: A hybrid SegFormer network with Bi-level context fusion for liver and tumor segmentation in CT images · Intelligence-Based Medicine · 2026 · Same journal
• Compact attention-driven deep network for interpretable oral squamous cell carcinoma screening · Intelligence-Based Medicine · 2026 · Same journal
• HyFormer-Net: A synergistic CNN-Transformer with interpretable multi-scale fusion for breast lesion segmentation and classification in ultrasound images · Intelligence-Based Medicine · 2026 · Same journal
• Validation of webcam-based eye-tracking for clinically relevant paradigms: Saccade, attention bias, and free-viewing tasks · Intelligence-Based Medicine · 2026 · Same journal