| 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).

# 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

- 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:

- Lip Forgery Video Detection via Multi-Phoneme Selection
  Jiaying Lin, Wenbo Zhou, Honggu Liu, Hang Zhou, Weiming Zhang, Nenghai Yu
- Self-Supervised Deepfake Detection by Discovering Artifact Discrepancies
  Kai Hong, Xiaoyu Du
- HCF-Net: Hybrid Coarse-to-Fine Network for Forgery Reconstruction
  Long Zhuo, Shunquan Tan
- Exploring the Asynchronous of the Frequency Spectra of GAN-Generated Facial Images
  Le Minh Binh, Simon S. Woo
- Detecting Deepfakes with Multi-Metric Loss
  Ziwei Zhang, Xin Li, Rongrong Ni, Yao Zhao

### Session 2:

- Fingerprint Liveness Detection via Learning Multi-Modal Deep Features
  Chengsheng Yuan, Mingyu Chen
- Reversible Adversarial Attack Based on Reversible Image Transformation
  Zhaoxia Yin, Hua Wang, Li Chen, Jie Wang, Weiming Zhang
- Towards Image Data Hiding via Facial Stego Synthesis With Generative Model
  Li Dong, Jie Wang, Rangding Wang, Yuanman Li, Weiwei Sun
- 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) |valid HTML5|