Search Results for author: Peter Tu

Found 5 papers, 1 papers with code

Adversarial Attacks with Time-Scale Representations

no code implementations26 Jul 2021 Alberto Santamaria-Pang, Jianwei Qiu, Aritra Chowdhury, James Kubricht, Peter Tu, Iyer Naresh, Nurali Virani

Third, we generate new adversarial images by projecting back the original coefficients from the low scale and the perturbed coefficients from the high scale sub-space.

Emergent symbolic language based deep medical image classification

1 code implementation22 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

Towards Emergent Language Symbolic Semantic Segmentation and Model Interpretability

no code implementations18 Jul 2020 Alberto Santamaria-Pang, James Kubricht, Aritra Chowdhury, Chitresh Bhushan, Peter Tu

A UNet-like architecture is used to generate input to the Sender network which produces a symbolic sentence, and a Receiver network co-generates the segmentation mask based on the sentence.

Semantic Segmentation

ESCELL: Emergent Symbolic Cellular Language

no code implementations18 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.

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