Symbolic Semantic Segmentation and Interpretation of COVID-19 Lung Infections in Chest CT volumes based on Emergent Languages

no code implementations • 22 Aug 2020 • Aritra Chowdhury, Alberto Santamaria-Pang, James R. Kubricht, Jianwei Qiu, Peter Tu

We show state of the art results for segmentation of COVID-19 lung infections in CT.

Segmentation Semantic Segmentation +1

Emergent symbolic language based deep medical image classification

1 code implementation • 22 Aug 2020 • Aritra Chowdhury, Alberto Santamaria-Pang, James R. Kubricht, Peter Tu

In this work, we demonstrate for the first time, the emer-gence of deep symbolic representations of emergent language in the frame-work of image classification.

Decision Making General Classification +2

ESCELL: Emergent Symbolic Cellular Language

no code implementations • 18 Jul 2020 • Aritra Chowdhury, James R. Kubricht, Anup Sood, Peter Tu, Alberto Santamaria-Pang

In one form of the game, a sender and a receiver observe a set of cells from 5 different cell phenotypes.