Less is More: AMBER-AFNO -- a New Benchmark for Lightweight 3D Medical Image Segmentation

Researchers developed AMBER-AFNO, a new lightweight architecture for 3D medical image segmentation that replaces traditional attention mechanisms with Adaptive Fourier Neural Operators. The model achieves state-of-the-art results on medical datasets while maintaining linear memory scaling and quasi-linear computational complexity.