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Vol-3084
urn:nbn:de:0074-3084-7
Copyright © 2021 for
the individual papers by the papers' authors.
Copyright © 2021 for the volume
as a collection by its editors.
This volume and its papers are published under the
Creative Commons License Attribution 4.0 International
(CC BY 4.0).
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SSDL 2021
Safety & Security of Deep Learning 2021
Proceedings of the International Workshop on Safety & Security of Deep Learning
co-located with NONE
Virtual Event, August 19, 2021.
Edited by
Yuanfang Guo *
Bo Li **
Xianglong Liu ***
Jiantao Zhou ****
*
Beihang University,
School of Computer Science and Engineering, 100191 Beijing, China
**
University of Illinois Urbana-Champaign,
Champaign, IL 61820, America
***
Beihang University,
School of Computer Science and Engineering, 100191 Beijing, China
****
University of Macau,
999078 Macau, China
Table of Contents
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Preface
Summary: There were 12 papers submitted for peer-review to this workshop. Out of these,
9 regular papers were accepted for this volume.
Session 1:
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Lip Forgery Video Detection via Multi-Phoneme Selection
Jiaying Lin,
Wenbo Zhou,
Honggu Liu,
Hang Zhou,
Weiming Zhang,
Nenghai Yu
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Self-Supervised Deepfake Detection by Discovering Artifact Discrepancies
Kai Hong,
Xiaoyu Du
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HCF-Net: Hybrid Coarse-to-Fine Network for Forgery Reconstruction
Long Zhuo,
Shunquan Tan
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Exploring the Asynchronous of the Frequency Spectra of GAN-Generated Facial Images
Le Minh Binh,
Simon S. Woo
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Detecting Deepfakes with Multi-Metric Loss
Ziwei Zhang,
Xin Li,
Rongrong Ni,
Yao Zhao
Session 2:
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Fingerprint Liveness Detection via Learning Multi-Modal Deep Features
Chengsheng Yuan,
Mingyu Chen
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Reversible Adversarial Attack Based on Reversible Image Transformation
Zhaoxia Yin,
Hua Wang,
Li Chen,
Jie Wang,
Weiming Zhang
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Towards Image Data Hiding via Facial Stego Synthesis With Generative Model
Li Dong,
Jie Wang,
Rangding Wang,
Yuanman Li,
Weiwei Sun
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Detection of Adversarial Supports in Few-Shot Classifiers Using Self-Similarity and Filtering
Yi Xiang Marcus Tan,
Penny Chong,
Jiamei Sun,
Ngai-Man Cheung,
Yuval Elovici,
Alexander Binder
2022-01-26: submitted by Yuanfang Guo,
metadata incl. bibliographic data published under Creative Commons CC0
2022-03-04: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073)
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