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"

35 / 285 papers shown

Title
Learning Foreground-Background Segmentation from Improved Layered GANs Yu Yang Hakan Bilen Qiran Zou Wing Yin Cheung Xian-Wei Ji GAN SSeg 11 14 0 01 Apr 2021
StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery Or Patashnik Zongze Wu Eli Shechtman Daniel Cohen-Or Dani Lischinski CLIP VLM 17 1,186 0 31 Mar 2021
Interpretable Deep Learning: Interpretation, Interpretability, Trustworthiness, and Beyond Xuhong Li Haoyi Xiong Xingjian Li Xuanyu Wu Xiao Zhang Ji Liu Jiang Bian Dejing Dou AAML FaML XAI HAI 13 315 0 19 Mar 2021
Repurposing GANs for One-shot Semantic Part Segmentation Nontawat Tritrong Pitchaporn Rewatbowornwong Supasorn Suwajanakorn 15 105 0 07 Mar 2021
Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View Xuanchi Ren Tao Yang Yuwang Wang W. Zeng CoGe OCL DRL 17 36 0 21 Feb 2021
Disentangled Representations from Non-Disentangled Models Valentin Khrulkov L. Mirvakhabova Ivan V. Oseledets Artem Babenko OCL DRL CoGe 23 15 0 11 Feb 2021
Designing an Encoder for StyleGAN Image Manipulation Omer Tov Yuval Alaluf Yotam Nitzan Or Patashnik Daniel Cohen-Or 200 775 0 04 Feb 2021
Only a Matter of Style: Age Transformation Using a Style-Based Regression Model Yuval Alaluf Or Patashnik Daniel Cohen-Or 17 135 0 04 Feb 2021
A Stochastic Time Series Model for Predicting Financial Trends using NLP Pratyush Muthukumar Jie Zhong AIFin AI4TS 6 10 0 02 Feb 2021
Enjoy Your Editing: Controllable GANs for Image Editing via Latent Space Navigation Peiye Zhuang Oluwasanmi Koyejo A. Schwing 15 78 0 01 Feb 2021
Counterfactual Generative Networks Axel Sauer Andreas Geiger OOD BDL CML 28 121 0 15 Jan 2021
GAN Inversion: A Survey Weihao Xia Yulun Zhang Yujiu Yang Jing-Hao Xue Bolei Zhou Ming-Hsuan Yang DiffM 47 504 0 14 Jan 2021
InMoDeGAN: Interpretable Motion Decomposition Generative Adversarial Network for Video Generation Yaohui Wang F. Brémond A. Dantcheva VGen GAN 138 24 0 08 Jan 2021
A Survey on Neural Network Interpretability Yu Zhang Peter Tiño A. Leonardis K. Tang FaML XAI 134 654 0 28 Dec 2020
Latent Compass: Creation by Navigation Sarah Schwettmann Hendrik Strobelt Mauro Martino SSL 25 1 0 20 Dec 2020
GAN "Steerability" without optimization Nurit Spingarn-Eliezer Ron Banner T. Michaeli LLMSV 17 54 0 09 Dec 2020
Hijack-GAN: Unintended-Use of Pretrained, Black-Box GANs Hui-Po Wang Ning Yu Mario Fritz 12 30 0 28 Nov 2020
Navigating the GAN Parameter Space for Semantic Image Editing A. Cherepkov A. Voynov Artem Babenko GAN 17 65 0 27 Nov 2020
Enhanced 3DMM Attribute Control via Synthetic Dataset Creation Pipeline Wonwoong Cho Inyeop Lee David Inouye 14 0 0 25 Nov 2020
StyleSpace Analysis: Disentangled Controls for StyleGAN Image Generation Zongze Wu Dani Lischinski Eli Shechtman DRL 35 480 0 25 Nov 2020
Unsupervised Discovery of Disentangled Manifolds in GANs Yu-Ding Lu Hsin-Ying Lee Hung-Yu Tseng Ming-Hsuan Yang GAN DRL 6 8 0 24 Nov 2020
Style Intervention: How to Achieve Spatial Disentanglement with Style-based Generators? Yunfan Liu Qi Li Zhenan Sun T. Tan 6 19 0 19 Nov 2020
Continuous and Diverse Image-to-Image Translation via Signed Attribute Vectors Qi Mao Hung-Yu Tseng Hsin-Ying Lee Jia-Bin Huang Siwei Ma Ming-Hsuan Yang 9 27 0 02 Nov 2020
Representation Decomposition for Image Manipulation and Beyond Shang-Fu Chen Jia-Wei Yan Ya Su Yu-Chiang Frank Wang GAN DRL 10 1 0 02 Nov 2020
Generating Gameplay-Relevant Art Assets with Transfer Learning Adrián González-Casillas Matthew J. Guzdial Félix Ramos 11 9 0 04 Oct 2020
Improving Inversion and Generation Diversity in StyleGAN using a Gaussianized Latent Space Jonas Wulff Antonio Torralba 14 45 0 14 Sep 2020
The Hessian Penalty: A Weak Prior for Unsupervised Disentanglement William S. Peebles John Peebles Jun-Yan Zhu Alexei A. Efros Antonio Torralba 10 113 0 24 Aug 2020
CA-GAN: Weakly Supervised Color Aware GAN for Controllable Makeup Transfer Robin Kips Pietro Gori M. Perrot Isabelle Bloch GAN 14 21 0 24 Aug 2020
Improving the Performance of Fine-Grain Image Classifiers via Generative Data Augmentation S. Manjunath Aitzaz Nathaniel Jeff Druce Stan German 6 4 0 12 Aug 2020
Gibbs Sampling with People Peter M. C. Harrison Raja Marjieh Federico Adolfi Pol van Rijn Manuel Anglada-Tort O. Tchernichovski P. Larrouy-Maestri Nori Jacoby 10 59 0 06 Aug 2020
Unsupervised Controllable Generation with Self-Training Grigorios G. Chrysos Jean Kossaifi Zhiding Yu Anima Anandkumar GAN 12 4 0 17 Jul 2020
Closed-Form Factorization of Latent Semantics in GANs Yujun Shen Bolei Zhou GAN 6 582 0 13 Jul 2020
Object Segmentation Without Labels with Large-Scale Generative Models A. Voynov S. Morozov Artem Babenko SSL OCL VLM 25 57 0 08 Jun 2020
GANSpace: Discovering Interpretable GAN Controls Erik Härkönen Aaron Hertzmann J. Lehtinen Sylvain Paris 8 897 0 06 Apr 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018