کنفرانس مهندسی برق ایران

صفحه اصلی / بیست و نهمین کنفرانس مهندسی برق ایران

Robust Object Detection Against Adversarial Perturbations with Gabor Filter

نویسندگان :

Mohammad Parsa Karimi¹ Abdollah Amirkhani² Shahriar B. Shokouhi³

1- دانشگاه علم و صنعت ایران 2- دانشگاه علم و صنعت ایران 3- دانشگاه علم و صنعت ایران

کلمات کلیدی :

adversarial attack, deep neural network, robustness, Gabor filter

چکیده :

Adversarial attacks are one of the most critical threats in the machine learning field, which raises doubts about the application of deep neural networks (DNNs). Despite the recent advances in DNNs, the adversarial robustness in DNNs has yet to reach an acceptable level, especially against different kinds of perturbations. In this paper, we aim to enhance the robustness of object detection against adversarial perturbations. To this end, we adversarially train YOLOv3 model with different backbones by means of parameterized Gabor convolutional layers. To assess the robustness of our trained models, we have adopted TOG vanishing, TOG fabrication, and TOG mislabeling adversarial attacks. These perturbations are crafted on PASCAL VOC and MSCOCO datasets to simulate three types of targeted specificity, including object-vanishing, object-fabrication, and object-mislabeling, respectively. Extensive evaluations demonstrate that our model equipped with the Gabor filters gain consideration adversarial robustness in addition to the high generalization performance on clean data.

لیست مقالات

لیست مقالات بایگانی شده

Conversion of Linear Polarized Light-to-Orbital Angular Momentum with Variable Topological Charges, Using the Surface Plasmons of Elliptical Holes Etched in a Gold Layer

Amir Mohammad Ghanei - Abolfazl Aghili - Sara Darbari

Recurrence Quantification and Machine Learning: A Novel Approach for Parkinson’s Disease Diagnosis from EEG Signals

Asghar Zarei - Alireza Talesh Jafadideh

A Boost and Luo Based Non-isolated DC-DC Converter Suitable for DC Link of High Voltage Applications

Ali Meftahpour - Hesam Ehsan - Hossein Gholizadeh - Mohammad Hamed Samimi

Development of a Tilt Bicopter: Experimental Results

Ali Moaveni - Alireza Bahmanyar - Arshia Rezaei - Amin Talaeizadeh - Aria Alasti

Power Consumption and I/Q-to-Phase Analysis in Direct Demodulation Approaches

Mir mahdi Safari - Jafar Pourrostam

Terahertz transceiver front-end based on spatiotemporally modulated graphene-based structures

Mahsa Valizadeh - Leila Yousefi - MirFaez Miri

بهبود بازدهی انرژی در سیستم های بدون سلول با آنتن های انبوه مبتنی بر مخابرات پهپادها به کمک انتقال همزمان توان و اطلاعات به صورت بی سیم

امیرحسین زحمتی - محسن اسلامی

Bidirectional Isolated DC/DC Dual-Active-Bridge Converters Optimum Soft-Switching Control Method for Electrical Vehicle Applications

Shokoufeh Valadkhani - Mojtaba Mirsalim - Gevork B. Gharehpetian

استفاده از زیرلایه متناوب و عناصر پروانه ای شکل برای ساخت آنتن آرایه بازتابی پهن باند

مرضیه عسگری - مهدیه بزرگی - محمود رفائی بوکت

An Improved Version of the SIPO Algorithm with Fast Convergence Speed

Amir Soltany Mahboob - Hadi Shahriar Shahhoseini - Mohammad Reza Ostadi Moghaddam - Shima Yousefi

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2