4 citations · 6 across the 3 of their papers we have counts for
3 papers
q-bio.QM2022
Learning Melanocytic Cell Masks from Adjacent Stained Tissue
Mikio Tada, Ursula E. Lang, Iwei Yeh +3
Melanoma is one of the most aggressive forms of skin cancer, causing a large proportion of skin cancer deaths. However, melanoma diagnoses by pathologists shows low interrater reli…
stat.ML2021★ 2 cited
Robust Semantic Interpretability: Revisiting Concept Activation Vectors
Jacob Pfau, Albert T. Young, Jerome Wei +2
Interpretability methods for image classification assess model trustworthiness by attempting to expose whether the model is systematically biased or attending to the same cues as a…
cs.CV2019★ 4 cited
Global Saliency: Aggregating Saliency Maps to Assess Dataset Artefact Bias
Jacob Pfau, Albert T. Young, Maria L. Wei +1
In high-stakes applications of machine learning models, interpretability methods provide guarantees that models are right for the right reasons. In medical imaging, saliency maps h…