Domain Adaptation using Silver Standard Labels for Ki-67 Scoring in Digital Pathology: A Step Closer to Widescale Deployment

no code implementations • 8 Jul 2023 • Amanda Dy, Ngoc-Nhu Jennifer Nguyen, Seyed Hossein Mirjahanmardi, Melanie Dawe, Anthony Fyles, Wei Shi, Fei-Fei Liu, Dimitrios Androutsos, Susan Done, April Khademi

This is a critical challenge for clinical translation, as models are typically trained using data available to the vendor, which is not from the target domain.

Domain Adaptation

Preserving Dense Features for Ki67 Nuclei Detection

no code implementations • 10 Nov 2021 • Seyed Hossein Mirjahanmardi, Melanie Dawe, Anthony Fyles, Wei Shi, Fei-Fei Liu, Susan Done, April Khademi

Nuclei detection is a key task in Ki67 proliferation index estimation in breast cancer images.

Cascade RCNN for MIDOG Challenge

no code implementations • 2 Sep 2021 • Salar Razavi, Fariba Dambandkhameneh, Dimitri Androutsos, Susan Done, April Khademi

Mitotic counts are one of the key indicators of breast cancer prognosis.

Mitosis Detection

Mitosis Detection for Breast Cancer Pathology Images Using UV-Net

no code implementations • 2 Sep 2021 • Seyed H. Mirjahanmardi, Samir Mitha, Salar Razavi, Susan Done, April Khademi

The difficulty of detecting mitosis and its similarity to non-mitosis objects has remained a challenge in computational pathology.

Mitosis Detection