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Researcher profile

P. P. Chakrabarti

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. SymDNN: Simple & Effective Adversarial Robustness for Embedded Systems

    2022 · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)

    We propose SymDNN, a Deep Neural Network (DNN) inference scheme, to segment an input image into small patches, replace those patches with representative symbols, and use the reconstructed image for CNN inference. This approach of …

  2. Decision Guided Robust DL Classification of Adversarial Images Combining Weaker Defenses

    2024 · IEEE Journal on Emerging and Selected Topics in Circuits and Systems

    Adversarial examples make Deep Learning (DL) models vulnerable to safe deployment in practical systems. Although several techniques have been proposed in the literature, defending against adversarial attacks is still challenging. The current work identifies weaknesses …