SeesDisease
Weakly-Supervised Learning in Pathology
Key contributions
- DEPooling module to reduce information loss in encoder-decoder networks
- W-LOI-Net for instance segmentation using only point annotations and collaborative training
- Hardware-software co-designed system: 3D-printed microscope with modular optics
- Hybrid pipeline (SVM + cascaded U-Net) for hematology
- Pilot deployments in medical research in Germany and Burkina Faso