Built a 3D multi-task cell segmentation system (U-Net + attention) for volumetric microscopy looking for feedback [D]

Hi, I’m a final-year software engineering student from Wales, United Kingdom working on volumetric computer vision. For my final-year project, I developed a 3D multi-task pipeline for microscopy data (CTC_A549_SIM) that jointly learns: - cell segmentation - boundary prediction - embedding-based instance separation The backbone is a 3D U-Net with attention mechanisms integrated into the skip connections, producing a shared feature representation that feeds multiple task-specific heads.