Search Results for author: Andras Horvath

Found 6 papers, 0 papers with code

Targeted Adversarial Attacks on Generalizable Neural Radiance Fields

no code implementations5 Oct 2023 Andras Horvath, Csaba M. Jozsa

Neural Radiance Fields (NeRFs) have recently emerged as a powerful tool for 3D scene representation and rendering.

On the Feasibility and Generality of Patch-based Adversarial Attacks on Semantic Segmentation Problems

no code implementations21 May 2022 Soma Kontar, Andras Horvath

Deep neural networks were applied with success in a myriad of applications, but in safety critical use cases adversarial attacks still pose a significant threat.

Semantic Segmentation

Mitigating the Bias of Centered Objects in Common Datasets

no code implementations16 Dec 2021 Gergely Szabo, Andras Horvath

Convolutional networks are considered shift invariant, but it was demonstrated that their response may vary according to the exact location of the objects.

Data Augmentation

Filtered Batch Normalization

no code implementations16 Oct 2020 Andras Horvath, Jalal Al-Afandi

It is a common assumption that the activation of different layers in neural networks follow Gaussian distribution.

Application-level Studies of Cellular Neural Network-based Hardware Accelerators

no code implementations28 Feb 2019 Qiuwen Lou, Indranil Palit, Tang Li, Andras Horvath, Michael Niemier, X. Sharon Hu

While it is well-known that CeNNs can be well-suited for spatio-temporal information processing, few (if any) studies have quantified the energy/delay/accuracy of a CeNN-friendly algorithm and compared the CeNN-based approach to the best von Neumann algorithm at the application level.

A mixed signal architecture for convolutional neural networks

no code implementations30 Oct 2018 Qiuwen Lou, Chenyun Pan, John McGuiness, Andras Horvath, Azad Naeemi, Michael Niemier, X. Sharon Hu

Deep neural network (DNN) accelerators with improved energy and delay are desirable for meeting the requirements of hardware targeted for IoT and edge computing systems.

Edge-computing

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