Open access
Aug 2025
CE-RS-SBCIT: A novel channel-enhanced hybrid CNN–transformer with residual, spatial, and boundary-aware learning for brain tumor MRI analysis
Brain tumors are among the most life-threatening diseases, where early detection and accurate classification are critical for effective diagnosis and treatment planning. Although deep learning-based computer-aided diagnosis systems have shown remarkable progress, conventional convolutional neural networks (CNNs) and Vi...
Mirza Mumtaz Zahoor, S. Khan, Tanja Pavleska et al.
· Scientific Reports · 11 citations