Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in Transformers

1 code implementation • 25 Aug 2023 • Reza Azad, Amirhossein Kazerouni, Alaa Sulaiman, Afshin Bozorgpour, Ehsan Khodapanah Aghdam, Abin Jose, Dorit Merhof

Furthermore, to intensify the importance of the boundary information, we impose an additional attention map by creating a Gaussian pyramid on top of the HF components.

Image Segmentation Lesion Segmentation +2

Multi-scale Regional Attention Deeplab3+: Multiple Myeloma Plasma Cells Segmentation in Microscopic Images

1 code implementation • MICCAI Workshop COMPAY 2021 • Afshin Bozorgpour, Reza Azad, Eman Showkatian, Alaa Sulaiman

On top of the cytoplasm segmentation network, we included a scale aggregation function to refine and generate a final prediction.