Title | ||
---|---|---|
Selective synthetic augmentation with HistoGAN for improved histopathology image classification |
Abstract | ||
---|---|---|
•A novel conditional GAN for synthesizing realistic histopathology images.•Selective synthetic data augmentation with model and image selection.•Extensive experiments show superior results on two histopathology image datasets.•Proposed method can be adapted to other histopathology image analysis tasks. |
Year | DOI | Venue |
---|---|---|
2021 | 10.1016/j.media.2020.101816 | Medical Image Analysis |
Keywords | DocType | Volume |
Histopathology image classification,Medical image synthesis,Synthetic data augmentation | Journal | 67 |
ISSN | Citations | PageRank |
1361-8415 | 2 | 0.38 |
References | Authors | |
27 | 10 |
Name | Order | Citations | PageRank |
---|---|---|---|
Yuan Xue | 1 | 8 | 5.21 |
Jiarong Ye | 2 | 2 | 0.38 |
Qianying Zhou | 3 | 2 | 0.38 |
L. Rodney Long | 4 | 534 | 56.98 |
Sameer Antani | 5 | 1402 | 134.03 |
Zhiyun Xue | 6 | 245 | 22.97 |
Carl Cornwell | 7 | 2 | 0.38 |
Richard Zaino | 8 | 2 | 0.38 |
Keith C. Cheng | 9 | 5 | 3.13 |
Xiaolei Huang | 10 | 2 | 0.38 |