Unsupervised Discovery of Interpretable Directions in the GAN Latent Space

10 February 2020

Papers citing "Unsupervised Discovery of Interpretable Directions in the GAN Latent Space"

50 / 285 papers shown

Title
Interpreting Latent Spaces of Generative Models for Medical Images using Unsupervised Methods Julian Schon Raghavendra Selvan Jens Petersen MedIm 11 4 0 20 Jul 2022
Cycle Encoding of a StyleGAN Encoder for Improved Reconstruction and Editability Xudong Mao Liujuan Cao Aurele Tohokantche Gnanha Zhenguo Yang Qing Li Rongrong Ji 43 8 0 19 Jul 2022
GANzilla: User-Driven Direction Discovery in Generative Adversarial Networks Noyan Evirgen Xiang Ánthony' Chen 8 21 0 17 Jul 2022
VecGAN: Image-to-Image Translation with Interpretable Latent Directions Yusuf Dalva Said Fahri Altindis Aysegül Dündar DRL 33 29 0 07 Jul 2022
Detecting and Recovering Sequential DeepFake Manipulation Rui Shao Tianxing Wu Ziwei Liu AAML 6 38 0 05 Jul 2022
When are Post-hoc Conceptual Explanations Identifiable? Tobias Leemann Michael Kirchhof Yao Rong Enkelejda Kasneci Gjergji Kasneci 50 10 0 28 Jun 2022
Video2StyleGAN: Encoding Video in Latent Space for Manipulation Ji-yang Yu Jingen Liu Jing-ling Huang Wei Zhang Tao Mei CVBM 18 0 0 27 Jun 2022
Spatially-Adaptive Multilayer Selection for GAN Inversion and Editing Gaurav Parmar Yijun Li Jingwan Lu Richard Y. Zhang Jun-Yan Zhu Krishna Kumar Singh DiffM 11 50 0 16 Jun 2022
Explaining Image Classifiers Using Contrastive Counterfactuals in Generative Latent Spaces Kamran Alipour Aditya Lahiri Ehsan Adeli Babak Salimi M. Pazzani CML 9 7 0 10 Jun 2022
Polymorphic-GAN: Generating Aligned Samples across Multiple Domains with Learned Morph Maps Seung Wook Kim Karsten Kreis Daiqing Li Antonio Torralba Sanja Fidler GAN 21 5 0 06 Jun 2022
ContraCLIP: Interpretable GAN generation driven by pairs of contrasting sentences Christos Tzelepis James Oldfield Georgios Tzimiropoulos Ioannis Patras 11 16 0 05 Jun 2022
PandA: Unsupervised Learning of Parts and Appearances in the Feature Maps of GANs James Oldfield Christos Tzelepis Yannis Panagakis M. Nicolaou Ioannis Patras GAN 12 23 0 31 May 2022
StyLitGAN: Prompting StyleGAN to Produce New Illumination Conditions Anand Bhattad David A. Forsyth 42 6 0 20 May 2022
Visual Concepts Tokenization Tao Yang Yuwang Wang Yan Lu Nanning Zheng OCL ViT 29 12 0 20 May 2022
End-to-End Visual Editing with a Generatively Pre-Trained Artist A. Brown Cheng-Yang Fu Omkar M. Parkhi Tamara L. Berg Andrea Vedaldi DiffM 19 8 0 03 May 2022
Optimized latent-code selection for explainable conditional text-to-image GANs Zhenxing Zhang Lambert Schomaker 14 4 0 27 Apr 2022
Expanding the Latent Space of StyleGAN for Real Face Editing Yindong Yu Kamran Ghasedi Hsiang-Tao Wu Jiaolong Yang Tong Xi Fu Yun CVBM 8 5 0 26 Apr 2022
medXGAN: Visual Explanations for Medical Classifiers through a Generative Latent Space Amil Dravid Florian Schiffers Boqing Gong Aggelos K. Katsaggelos GAN MedIm 12 9 0 11 Apr 2022
SIMBAR: Single Image-Based Scene Relighting For Effective Data Augmentation For Automated Driving Vision Tasks Xianling Zhang Nathan Tseng Ameerah Syed Rohan Bhasin Nikita Jaipuria ViT 6 16 0 01 Apr 2022
MyStyle: A Personalized Generative Prior Yotam Nitzan Kfir Aberman Qiurui He O. Liba Michal Yarom Yossi Gandelsman Inbar Mosseri Yael Pritch Daniel Cohen-or 14 25 0 31 Mar 2022
IA-FaceS: A Bidirectional Method for Semantic Face Editing Wenjing Huang Shikui Tu Lei Xu CVBM 22 16 0 24 Mar 2022
Unsupervised Salient Object Detection with Spectral Cluster Voting Gyungin Shin Samuel Albanie Weidi Xie 11 65 0 23 Mar 2022
Interpreting Class Conditional GANs with Channel Awareness Yin-Yin He Zhiyi Zhang Jiapeng Zhu Yujun Shen Qifeng Chen GAN 8 1 0 21 Mar 2022
Latent Image Animator: Learning to Animate Images via Latent Space Navigation Yaohui Wang Di Yang F. Brémond A. Dantcheva VGen 8 141 0 17 Mar 2022
Fantastic Style Channels and Where to Find Them: A Submodular Framework for Discovering Diverse Directions in GANs Enis Simsar Umut Kocasari Ezgi Gulperi Er Pinar Yanardag 18 3 0 16 Mar 2022
Style Transformer for Image Inversion and Editing Xueqi Hu Qiusheng Huang Zhengyi Shi Siyuan Li Changxin Gao Li Sun Qingli Li 25 55 0 15 Mar 2022
FlexIT: Towards Flexible Semantic Image Translation Guillaume Couairon Asya Grechka Jakob Verbeek Holger Schwenk Matthieu Cord DiffM 31 34 0 09 Mar 2022
State-of-the-Art in the Architecture, Methods and Applications of StyleGAN Amit H. Bermano Rinon Gal Yuval Alaluf Ron Mokady Yotam Nitzan Omer Tov Or Patashnik Daniel Cohen-Or 22 79 0 28 Feb 2022
OptGAN: Optimizing and Interpreting the Latent Space of the Conditional Text-to-Image GANs Zhenxing Zhang Lambert Schomaker 15 5 0 25 Feb 2022
Self-Distilled StyleGAN: Towards Generation from Internet Photos Ron Mokady Michal Yarom Omer Tov Oran Lang Daniel Cohen-Or Tali Dekel Michal Irani Inbar Mosseri 25 44 0 24 Feb 2022
Art Creation with Multi-Conditional StyleGANs Konstantin Dobler Florian Hübscher Jan Westphal Alejandro Sierra-Múnera Gerard de Melo Ralf Krestel GAN AI4CE 10 7 0 23 Feb 2022
Discovering Multiple and Diverse Directions for Cognitive Image Properties Umut Kocasari Alperen Bag Oğuz Kaan Yüksel Pinar Yanardag DiffM 11 0 0 23 Feb 2022
SLOGAN: Handwriting Style Synthesis for Arbitrary-Length and Out-of-Vocabulary Text Canjie Luo Yuanzhi Zhu Lianwen Jin Zhe Li Dezhi Peng GAN 17 23 0 23 Feb 2022
Region-Based Semantic Factorization in GANs Jiapeng Zhu Yujun Shen Yinghao Xu Deli Zhao Qifeng Chen 8 35 0 19 Feb 2022
When, Why, and Which Pretrained GANs Are Useful? T. Grigoryev A. Voynov Artem Babenko 11 20 0 17 Feb 2022
FairStyle: Debiasing StyleGAN2 with Style Channel Manipulations Cemre Karakas Alara Dirik Eylül Yalçınkaya Pinar Yanardag 14 29 0 13 Feb 2022
Text and Image Guided 3D Avatar Generation and Manipulation Zehranaz Canfes M. Atasoy Alara Dirik Pinar Yanardag 3DH 26 42 0 12 Feb 2022
Towards Assessing and Characterizing the Semantic Robustness of Face Recognition Juan C. Pérez Motasem Alfarra Ali K. Thabet Pablo Arbelaez Bernard Ghanem AAML 10 1 0 10 Feb 2022
Feature-Style Encoder for Style-Based GAN Inversion Xu Yao A. Newson Y. Gousseau Pierre Hellier 22 18 0 04 Feb 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Axel Sauer Katja Schwarz Andreas Geiger 182 485 0 01 Feb 2022
Finding Directions in GAN's Latent Space for Neural Face Reenactment Stella Bounareli Vasileios Argyriou Georgios Tzimiropoulos 3DH CVBM 8 34 0 31 Jan 2022
Third Time's the Charm? Image and Video Editing with StyleGAN3 Yuval Alaluf Or Patashnik Zongze Wu Asif Zamir Eli Shechtman Dani Lischinski Daniel Cohen-Or DiffM VGen 24 65 0 31 Jan 2022
Rayleigh EigenDirections (REDs): GAN latent space traversals for multidimensional features Guha Balakrishnan Raghudeep Gadde Aleix M. Martinez Pietro Perona 19 3 0 25 Jan 2022
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGAN B. Li Qiulin Wang Jiquan Pei Yu Yang Xiangyang Ji CVBM 20 3 0 24 Jan 2022
Stitch it in Time: GAN-Based Facial Editing of Real Videos Rotem Tzaban Ron Mokady Rinon Gal Amit H. Bermano Daniel Cohen-Or CVBM 16 85 0 20 Jan 2022
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI Meike Nauta Jan Trienes Shreyasi Pathak Elisa Nguyen Michelle Peters Yasmin Schmitt Jorg Schlotterer M. V. Keulen C. Seifert ELM XAI 21 388 0 20 Jan 2022
Music2Video: Automatic Generation of Music Video with fusion of audio and text Yoonjeon Kim Joel Jang Sumin Shin DiffM VGen 8 7 0 11 Jan 2022
Contrastive Fine-grained Class Clustering via Generative Adversarial Networks Yunji Kim Jung-Woo Ha GAN 8 13 0 30 Dec 2021
Cluster-guided Image Synthesis with Unconditional Models Markos Georgopoulos James Oldfield Grigorios G. Chrysos Yannis Panagakis GAN 6 6 0 24 Dec 2021
Explainable Artificial Intelligence Methods in Combating Pandemics: A Systematic Review F. Giuste Wenqi Shi Yuanda Zhu Tarun Naren Monica Isgut Ying Sha L. Tong Mitali S. Gupte May D. Wang 11 71 0 23 Dec 2021