Improving Model's Focus Improves Performance of Deep Learning-Based
Synthetic Face Detectors

Improving Model's Focus Improves Performance of Deep Learning-Based Synthetic Face Detectors

1 March 2023

Christopher Sweet

Papers citing "Improving Model's Focus Improves Performance of Deep Learning-Based Synthetic Face Detectors"

19 / 19 papers shown

Title
Haven't I Seen You Before? Assessing Identity Leakage in Synthetic Irises Patrick J. Tinsley A. Czajka Patrick Flynn GAN 75 8 0 03 Nov 2022
CYBORG: Blending Human Saliency Into the Loss Improves Deep Learning Aidan Boyd Patrick J. Tinsley Kevin W. Bowyer A. Czajka CVBM 50 38 0 01 Dec 2021
Alias-Free Generative Adversarial Networks Tero Karras M. Aittala S. Laine Erik Härkönen Janne Hellsten J. Lehtinen Timo Aila GAN 167 1,595 0 23 Jun 2021
This Face Does Not Exist ... But It Might Be Yours! Identity Leakage in Generative Models Patrick J. Tinsley A. Czajka Patrick Flynn CVBM GAN 76 41 0 10 Dec 2020
Training CNNs in Presence of JPEG Compression: Multimedia Forensics vs Computer Vision S. Mandelli Nicolo Bonettini Paolo Bestagini Stefano Tubaro 34 39 0 25 Sep 2020
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues Yuyang Qian Guojun Yin Lu Sheng Zixuan Chen Jing Shao CVBM 106 688 0 18 Jul 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 131 1,882 0 11 Jun 2020
CNN-generated images are surprisingly easy to spot... for now Sheng-Yu Wang Oliver Wang Richard Y. Zhang Andrew Owens Alexei A. Efros OOD 137 978 0 23 Dec 2019
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 264 5,808 0 03 Dec 2019
Measuring Human Perception to Improve Handwritten Document Transcription Samuel Grieggs Bingyu Shen Cana Short Pei Li Jiaqi Ma Mihow McKenny Brian L. Price Walter J. Scheirer 40 19 0 07 Apr 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 539 10,551 0 12 Dec 2018
Domain-Specific Human-Inspired Binarized Statistical Image Features for Iris Recognition A. Czajka Daniel Moreira Kevin W. Bowyer Patrick Flynn CVBM 35 42 0 13 Jul 2018
Performance of Humans in Iris Recognition: The Impact of Iris Condition and Annotation-driven Verification Daniel Moreira Mateusz Trokielewicz A. Czajka Kevin W. Bowyer Patrick Flynn CVBM 32 14 0 13 Jul 2018
Visual Psychophysics for Making Face Recognition Algorithms More Explainable Brandon RichardWebster So Yon Kwon Christopher Clarizio Samuel E. Anthony Walter J. Scheirer CVBM 44 41 0 19 Mar 2018
StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation Yunjey Choi Min-Je Choi M. Kim Jung-Woo Ha Sunghun Kim Jaegul Choo GAN 123 3,553 0 24 Nov 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 123 7,351 0 27 Oct 2017
SREFI: Synthesis of Realistic Example Face Images Sandipan Banerjee John S. Bernhard Walter J. Scheirer Kevin W. Bowyer Patrick Flynn CVBM 31 29 0 21 Apr 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 760 36,781 0 25 Aug 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 247 9,305 0 14 Dec 2015