no code implementations • 30 Aug 2022 • Nilanjan Chattopadhyay, Shiv Gehlot, Nitin Singhal
Stain variation, defined as a chromatic difference between the source and the target, is caused by varying characteristics during staining, resulting in a distribution shift and poor performance on the target.
2 code implementations • 15 Sep 2021 • Nahid Ul Islam, Shiv Gehlot, Zongwei Zhou, Michael B Gotway, Jianming Liang
At the image level, we compare convolutional neural networks (CNNs) with vision transformers, and contrast self-supervised learning (SSL) with supervised learning, followed by an evaluation of transfer learning compared with training from scratch.
no code implementations • 30 May 2020 • Shiv Gehlot, Anubha Gupta, Ritu Gupta
However, the development of such a tool for ALL cancer was challenging so far due to the non-availability of a large training dataset.