Search Results for author: Gaurav Goswami

Found 2 papers, 1 papers with code

Extracting the effective contact rate of COVID-19 pandemic

1 code implementation16 Apr 2020 Gaurav Goswami, Jayanti Prasad, Mansi Dhuria

In the absence of any available vaccines or drugs, prevention of the spread of Coronavirus Disease 2019 (COVID-19) pandemic is being achieved by putting many mitigation measures in place.

Populations and Evolution

Unravelling Robustness of Deep Learning based Face Recognition Against Adversarial Attacks

no code implementations22 Feb 2018 Gaurav Goswami, Nalini Ratha, Akshay Agarwal, Richa Singh, Mayank Vatsa

In this paper, we attempt to unravel three aspects related to the robustness of DNNs for face recognition: (i) assessing the impact of deep architectures for face recognition in terms of vulnerabilities to attacks inspired by commonly observed distortions in the real world that are well handled by shallow learning methods along with learning based adversaries; (ii) detecting the singularities by characterizing abnormal filter response behavior in the hidden layers of deep networks; and (iii) making corrections to the processing pipeline to alleviate the problem.

Face Recognition

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