LipSim: A Provably Robust Perceptual Similarity Metric

1 code implementation • 27 Oct 2023 • Sara Ghazanfari, Alexandre Araujo, Prashanth Krishnamurthy, Farshad Khorrami, Siddharth Garg

On the other hand, as perceptual metrics rely on neural networks, there is a growing concern regarding their resilience, given the established vulnerability of neural networks to adversarial attacks.

Image Retrieval Retrieval

R-LPIPS: An Adversarially Robust Perceptual Similarity Metric

1 code implementation • 27 Jul 2023 • Sara Ghazanfari, Siddharth Garg, Prashanth Krishnamurthy, Farshad Khorrami, Alexandre Araujo

In this paper, we propose the Robust Learned Perceptual Image Patch Similarity (R-LPIPS) metric, a new metric that leverages adversarially trained deep features.

Isoform Function Prediction Using a Deep Neural Network

no code implementations • 5 Aug 2022 • Sara Ghazanfari, Ali Rasteh, Seyed Abolfazl Motahari, Mahdieh Soleymani Baghshah

Most studies have shown that alternative splicing plays a significant role in human health and disease.

Multiple Instance Learning