Search Results for author: Himanshu Patil

Found 2 papers, 1 papers with code

CoNMix for Source-free Single and Multi-target Domain Adaptation

1 code implementation7 Nov 2022 Vikash Kumar, Rohit Lal, Himanshu Patil, Anirban Chakraborty

The main motive of this work is to solve for Single and Multi target Domain Adaptation (SMTDA) for the source-free paradigm, which enforces a constraint where the labeled source data is not available during target adaptation due to various privacy-related restrictions on data sharing.

Domain Adaptation Knowledge Distillation +2

Holistic Approach to Measure Sample-level Adversarial Vulnerability and its Utility in Building Trustworthy Systems

no code implementations5 May 2022 Gaurav Kumar Nayak, Ruchit Rawal, Rohit Lal, Himanshu Patil, Anirban Chakraborty

We, therefore, propose a holistic approach for quantifying adversarial vulnerability of a sample by combining these different perspectives, i. e., degree of model's reliance on high-frequency features and the (conventional) sample-distance to the decision boundary.

Adversarial Attack Knowledge Distillation

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