Retina U-Net: Embarrassingly Simple Exploitation of Segmentation Supervision for Medical Object Detection
State-of-the-art object detectors on the other hand, allow for individual object scoring in an end-to-end fashion, while ironically trading in the ability to exploit the full pixel-wise supervision signal ...
This approach, however, only indirectly solves the coarse localization task by predicting pixel-level scores, requiring ad-hoc heuristics when mapping back to object-level scores. ...
The applicability of computer aided detection systems in clinical environments however, among other requirements, hinges on their interpretability and robustness, which intuitively decreases with model ...