Name
Title | ||
|---|---|---|
Weakly supervised instance learning for thyroid malignancy prediction from whole slide cytopathology images |
Abstract | ||
|---|---|---|
•Machine-learning-based thyroid-malignancy prediction from cytopathology whole slides.•Beyond multiple instance learning: incorporating multiple global and local labels.•Weakly supervised method derived from a lower bound of a maximum likelihood estimator.•Ordinal regression framework for multi-label predictions augments human decisions. |
Year | DOI | Venue |
|---|---|---|
2021 | 10.1016/j.media.2020.101814 | Medical Image Analysis |
Keywords | DocType | Volume |
Medical image analysis,Multiple instance learning,AI,Deep learning,Healthcare,Pathology,Human level,Thyroid | Journal | 67 |
ISSN | Citations | PageRank |
1361-8415 | 1 | 0.35 |
References | Authors | |
0 | 8 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| David Dov | 1 | 1 | 1.37 |
| Shahar Z. Kovalsky | 2 | 192 | 10.87 |
| Serge Assaad | 3 | 1 | 0.35 |
| Jonathan Cohen | 4 | 1 | 1.03 |
| Danielle Elliott Range | 5 | 1 | 1.03 |
| Avani A Pendse | 6 | 1 | 0.35 |
| Ricardo Henao | 7 | 286 | 23.85 |
| Lawrence Carin | 8 | 137 | 11.38 |