The article corresponding to this architecture has been published in Biomedical Signal Processing and Control (BSPC), Elsevier. The article is available at ScinceDirect in the following link : CNL-UNet: A novel lightweight deep learning architecture for multimodal biomedical image segmentation with false output suppression