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
One-Shot Face Video Re-enactment using Hybrid Latent Spaces of StyleGAN2 Trevine Oorloff Yaser Yacoob CVBM 8 3 0 15 Feb 2023
GANalyzer: Analysis and Manipulation of GANs Latent Space for Controllable Face Synthesis A. P. Fard Mohammad H. Mahoor S. Lamer Timothy D. Sweeny GAN CVBM 18 3 0 02 Feb 2023
GANravel: User-Driven Direction Disentanglement in Generative Adversarial Networks Noyan Evirgen Xiang Chen 10 12 0 31 Jan 2023
DisDiff: Unsupervised Disentanglement of Diffusion Probabilistic Models Tao Yang Yuwang Wang Yan Lv Nanning Zh DiffM 14 22 0 31 Jan 2023
What Decreases Editing Capability? Domain-Specific Hybrid Refinement for Improved GAN Inversion Pu Cao Lu Yang Dongxu Liu Zhiwei Liu Shan Li Q. Song 14 6 0 28 Jan 2023
Towards Arbitrary Text-driven Image Manipulation via Space Alignment Yun-Hao Bai Zi-Qi Zhong Chao Dong Weichen Zhang Guowei Xu Chun Yuan 29 0 0 25 Jan 2023
Spatial Steerability of GANs via Self-Supervision from Discriminator Jianyuan Wang Lalit Bhagat Ceyuan Yang Yinghao Xu Yujun Shen Hongdong Li Bolei Zhou 25 1 0 20 Jan 2023
Explicit Temporal Embedding in Deep Generative Latent Models for Longitudinal Medical Image Synthesis Julian Schon Raghavendra Selvan Lotte Nygaard I. Vogelius Jens Petersen MedIm 6 4 0 13 Jan 2023
Domain Expansion of Image Generators Yotam Nitzan Michael Gharbi Richard Y. Zhang Taesung Park Jun-Yan Zhu Daniel Cohen-Or Eli Shechtman 20 16 0 12 Jan 2023
LinkGAN: Linking GAN Latents to Pixels for Controllable Image Synthesis Jiapeng Zhu Ceyuan Yang Yujun Shen Zifan Shi Bo Dai Deli Zhao Qifeng Chen GAN 11 21 0 11 Jan 2023
Image-to-Image Translation with Disentangled Latent Vectors for Face Editing Yusuf Dalva Hamza Pehlivan Cansu Moran Öykü Irmak Hatipoglu Aysegül Dündar CoGe CVBM DRL 18 4 0 11 Jan 2023
StyleID: Identity Disentanglement for Anonymizing Faces Minh-Ha Le Niklas Carlsson CVBM 19 9 0 28 Dec 2022
Unsupervised Representation Learning from Pre-trained Diffusion Probabilistic Models Zijian Zhang Zhou Zhao Zhijie Lin DiffM 21 51 0 26 Dec 2022
ContraFeat: Contrasting Deep Features for Semantic Discovery Xinqi Zhu Chang Xu Dacheng Tao DRL 15 2 0 14 Dec 2022
Orthogonal SVD Covariance Conditioning and Latent Disentanglement Yue Song N. Sebe Wei Wang 19 6 0 11 Dec 2022
NeRFEditor: Differentiable Style Decomposition for Full 3D Scene Editing Chun-Yu Sun Yanbing Liu Junlin Han Stephen Gould 10 7 0 07 Dec 2022
Discovering Class-Specific GAN Controls for Semantic Image Synthesis Edgar Schönfeld Julio Borges V. Sushko Bernt Schiele Anna Khoreva 28 1 0 02 Dec 2022
LatentSwap3D: Semantic Edits on 3D Image GANs Enis Simsar A. Tonioni Evin Pınar Örnek F. Tombari 22 8 0 02 Dec 2022
QC-StyleGAN -- Quality Controllable Image Generation and Manipulation D. Nguyen Phong Tran The Tan M. Dinh Cuong Pham Anh Tran 13 1 0 02 Dec 2022
Extracting Semantic Knowledge from GANs with Unsupervised Learning Jianjin Xu Zhaoxiang Zhang Xiaolin Hu GAN 29 11 0 30 Nov 2022
Deep Curvilinear Editing: Commutative and Nonlinear Image Manipulation for Pretrained Deep Generative Model Takehiro Aoshima Takashi Matsubara 23 4 0 26 Nov 2022
Unifying conditional and unconditional semantic image synthesis with OCO-GAN Marlene Careil Stéphane Lathuilière Camille Couprie Jakob Verbeek VLM 18 0 0 25 Nov 2022
The Euclidean Space is Evil: Hyperbolic Attribute Editing for Few-shot Image Generation Ling Li Yi Zhang Shuhui Wang 19 16 0 22 Nov 2022
$S^2$ -Flow: Joint Semantic and Style Editing of Facial Images Krishnakant Singh Simone Schaub-Meyer Stefan Roth GAN 18 1 0 22 Nov 2022
Disentangled Representation Learning Xin Eric Wang Hong Chen Siao Tang Zihao Wu Wenwu Zhu DRL 19 77 0 21 Nov 2022
Delving StyleGAN Inversion for Image Editing: A Foundation Latent Space Viewpoint Hongyu Liu Yibing Song Qifeng Chen DiffM 18 21 0 21 Nov 2022
Face Swapping as A Simple Arithmetic Operation T. Vu K. Do Khang Nguyen Khoat Than PICV CVBM 11 2 0 19 Nov 2022
3D-Aware Encoding for Style-based Neural Radiance Fields Yu-Jhe Li Tao Xu Bichen Wu N. Zheng Xiaoliang Dai Albert Pumarola Peizhao Zhang Peter Vajda Kris M. Kitani 14 6 0 12 Nov 2022
Generative Adversarial Networks for anonymous Acneic face dataset generation Hazem Zein S. Chantaf R. Fournier A. Naït-Ali CVBM 37 5 0 08 Nov 2022
Learning to Annotate Part Segmentation with Gradient Matching Yu Yang Xiaotian Cheng Hakan Bilen Xiangyang Ji GAN 11 7 0 06 Nov 2022
Distilling Representations from GAN Generator via Squeeze and Span Yu Yang Xiaotian Cheng Chang-rui Liu Hakan Bilen Xiang Ji GAN 21 0 0 06 Nov 2022
Local Manifold Augmentation for Multiview Semantic Consistency Yu Yang Wing Yin Cheung Chang-rui Liu Xiang Ji 27 1 0 05 Nov 2022
Contrastive Learning for Diverse Disentangled Foreground Generation Yuheng Li Yijun Li Jingwan Lu Eli Shechtman Yong Jae Lee Krishna Kumar Singh 14 7 0 04 Nov 2022
On-the-fly Object Detection using StyleGAN with CLIP Guidance Yu-Ta Lu Shusen Liu Jayaraman J. Thiagarajan W. Sakla Rushil Anirudh VLM ObjD 19 1 0 30 Oct 2022
A Survey on Deep Generative 3D-aware Image Synthesis Weihao Xia Jing-Hao Xue 3DV 16 20 0 25 Oct 2022
GAN-based Facial Attribute Manipulation Yunfan Liu Qi Li Qiyao Deng Zhen Sun Mingcong Yang CVBM 46 29 0 23 Oct 2022
One Model to Edit Them All: Free-Form Text-Driven Image Manipulation with Semantic Modulations Yi-Chun Zhu Hongyu Liu Yibing Song Ziyang Yuan Xintong Han Chun Yuan Qifeng Chen Jue Wang VLM DiffM 13 30 0 14 Oct 2022
XDGAN: Multi-Modal 3D Shape Generation in 2D Space Hassan Abu Alhaija Alara Dirik André Knorig Sanja Fidler Maria Shugrina 3DV 12 7 0 06 Oct 2022
StyleMask: Disentangling the Style Space of StyleGAN2 for Neural Face Reenactment Stella Bounareli Christos Tzelepis Vasileios Argyriou Ioannis Patras Georgios Tzimiropoulos CVBM 13 17 0 27 Sep 2022
Controllable Face Manipulation and UV Map Generation by Self-supervised Learning Yuanming Li Jeong-gi Kwak D. Han Hanseok Ko CVBM 3DH 19 0 0 24 Sep 2022
NamedMask: Distilling Segmenters from Complementary Foundation Models Gyungin Shin Weidi Xie Samuel Albanie ISeg VLM 56 22 0 22 Sep 2022
Exploring Gradient-based Multi-directional Controls in GANs Zikun Chen R. Jiang Brendan Duke Han Zhao P. Aarabi 10 10 0 01 Sep 2022
Training and Tuning Generative Neural Radiance Fields for Attribute-Conditional 3D-Aware Face Generation Jichao Zhang Aliaksandr Siarohin Yahui Liu Hao Tang N. Sebe Wei Wang CVBM 3DH AI4CE 13 9 0 26 Aug 2022
User-Controllable Latent Transformer for StyleGAN Image Layout Editing Yuki Endo 6 39 0 26 Aug 2022
Mind the Gap in Distilling StyleGANs Guodong Xu Yuenan Hou Ziwei Liu Chen Change Loy GAN 20 13 0 18 Aug 2022
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups Sreeraj Ramachandran A. Rattani FaML 15 13 0 17 Aug 2022
Self-supervised Matting-specific Portrait Enhancement and Generation Yangyang Xu Shengfeng He 14 2 0 13 Aug 2022
Unsupervised Discovery of Semantic Concepts in Satellite Imagery with Style-based Wavelet-driven Generative Models Nikos Kostagiolas M. Nicolaou Yannis Panagakis GAN 16 2 0 03 Aug 2022
A Survey on Leveraging Pre-trained Generative Adversarial Networks for Image Editing and Restoration Ming-Yu Liu Yuxiang Wei Xiaohe Wu Wangmeng Zuo Lei Zhang 20 1 0 21 Jul 2022
Everything is There in Latent Space: Attribute Editing and Attribute Style Manipulation by StyleGAN Latent Space Exploration Rishubh Parihar Ankit Dhiman Tejan Karmali R. Venkatesh Babu 21 22 0 20 Jul 2022