1 code implementation • 7 Aug 2023 • Jay N. Paranjape, Nithin Gopalakrishnan Nair, Shameema Sikder, S. Swaroop Vedula, Vishal M. Patel
However, SAM does not generalize well to the medical domain as is without utilizing a large amount of compute resources for fine-tuning and using task-specific prompts.
1 code implementation • 31 Jul 2023 • Jay N. Paranjape, Shameema Sikder, Vishal M. Patel, S. Swaroop Vedula
In this paper, we highlight this domain shift in the commonly performed cataract surgery and propose a novel end-to-end Unsupervised Domain Adaptation (UDA) method called the Barlow Adaptor that addresses the problem of distribution shift without requiring any labels from another domain.
1 code implementation • 20 Jul 2023 • Nisarg A. Shah, Shameema Sikder, S. Swaroop Vedula, Vishal M. Patel
These results validate the suitability of our proposed approach for automated surgical step recognition.
no code implementations • 13 May 2022 • Sanchit Hira, Digvijay Singh, Tae Soo Kim, Shobhit Gupta, Gregory Hager, Shameema Sikder, S. Swaroop Vedula
The neural network approach using attention mechanisms also showed high sensitivity and specificity.