DeepDistance: A Multi-task Deep Regression Model for Cell Detection in Inverted Microscopy Images

no code implementations • 29 Aug 2019 • Can Fahrettin Koyuncu, Gozde Nur Gunesli, Rengul Cetin-Atalay, Cigdem Gunduz-Demir

For further performance improvement on the main task, this paper also presents an extended version of the DeepDistance model.

Cell Detection Multi-Task Learning +1

AttentionBoost: Learning What to Attend by Boosting Fully Convolutional Networks

no code implementations • 6 Aug 2019 • Gozde Nur Gunesli, Cenk Sokmensuer, Cigdem Gunduz-Demir

AttentionBoost designs a multi-stage network and introduces a new loss adjustment mechanism for a dense prediction model to adaptively learn what to attend at each stage directly on image data without necessitating any prior definition about what to attend.

Image Segmentation Semantic Segmentation