2 papers
cs.CV2026
Efficient Search of Implantable Adaptive Cells for Medical Image Segmentation
Emil Benedykciuk, Marcin Denkowski, Grzegorz M. Wójcik
Purpose: Adaptive skip modules can improve medical image segmentation, but searching for them is computationally costly. Implantable Adaptive Cells (IACs) are compact NAS modules i…
cs.CV2024
Implantable Adaptive Cells: A Novel Enhancement for Pre-Trained U-Nets in Medical Image Segmentation
Emil Benedykciuk, Marcin Denkowski, Grzegorz Wójcik
This paper introduces a novel approach to enhance the performance of pre-trained neural networks in medical image segmentation using gradient-based Neural Architecture Search (NAS)…