no code implementations • 4 Feb 2024 • Pranav Singh, Jacopo Cirrone
MedSASS outperforms existing CNN-based self-supervised methods by 3. 83% and matches the performance of ViT-based methods.
no code implementations • 23 Jan 2024 • Abhishek Narayanan, Rushabh Musthyala, Rahul Sankar, Anirudh Prasad Nistala, Pranav Singh, Jacopo Cirrone
We innovatively augment the SLAKE dataset, enabling our model to respond to a more diverse array of questions, not limited to the immediate content of radiology or pathology images.
1 code implementation • 17 Nov 2023 • Pranav Singh, Raviteja Chukkapalli, Shravan Chaudhari, Luoyao Chen, Mei Chen, Jinqian Pan, Craig Smuda, Jacopo Cirrone
Our study benchmarks these techniques on three distinct medical imaging datasets to evaluate their effectiveness in classification and segmentation tasks.
no code implementations • 21 Aug 2023 • Pranav Singh, Luoyao Chen, Mei Chen, Jinqian Pan, Raviteja Chukkapalli, Shravan Chaudhari, Jacopo Cirrone
In this paper, we present a deep-learning approach tailored for Medical image segmentation.
1 code implementation • 19 Aug 2023 • Pranav Singh, Jacopo Cirrone
We also demonstrate that CASS is considerably more robust to variations in batch size and pretraining epochs, making it a suitable candidate for machine learning in healthcare applications.
1 code implementation • 27 Jan 2023 • Pranav Singh, Jacopo Cirrone
Existing self-supervised techniques have extreme computational requirements and suffer a substantial drop in performance with a reduction in batch size or pretraining epochs.
1 code implementation • 14 Oct 2022 • Shengjia Chen, Nikunj Gupta, Woodward B. Galbraith, Valay Shah, Jacopo Cirrone
This study introduced a Drug Response Prediction (DRP) framework with two main goals: 1) design a data processing pipeline to extract information from tabular clinical data, and then preprocess it for functional use, and 2) predict RA patient's responses to drugs and evaluate classification models' performance.
1 code implementation • 13 Jul 2022 • Pranav Singh, Jacopo Cirrone
The current study of cell architecture of inflammation in histopathology images commonly performed for diagnosis and research purposes excludes a lot of information available on the biopsy slide.
Ranked #1 on Medical Image Segmentation on Autoimmune Dataset
1 code implementation • 8 Jun 2022 • Pranav Singh, Elena Sizikova, Jacopo Cirrone
We also show that CASS is much more robust to changes in batch size and training epochs.
Ranked #1 on Classification on Brain Tumor MRI Dataset