The Hessian Penalty: A Weak Prior for Unsupervised Disentanglement

24 August 2020

Jun-Yan Zhu

Antonio Torralba

Papers citing "The Hessian Penalty: A Weak Prior for Unsupervised Disentanglement"

44 / 44 papers shown

Title
Unsupervised Representation Learning from Sparse Transformation Analysis Yue Song Thomas Anderson Keller Yisong Yue Pietro Perona Max Welling DRL 36 0 0 07 Oct 2024
User-Driven Voice Generation and Editing through Latent Space Navigation Yusheng Tian Junbin Liu Tan Lee DiffM 43 2 0 30 Aug 2024
Sparse Feature Circuits: Discovering and Editing Interpretable Causal Graphs in Language Models Samuel Marks Can Rager Eric J. Michaud Yonatan Belinkov David Bau Aaron Mueller 46 115 0 28 Mar 2024
Locality-preserving Directions for Interpreting the Latent Space of Satellite Image GANs Georgia Kourmouli Nikos Kostagiolas Yannis Panagakis M. Nicolaou GAN 25 1 0 26 Sep 2023
Robust GAN inversion Egor Sevriugov Ivan Oseledets 29 0 0 31 Aug 2023
Disentanglement Learning via Topology Nikita Balabin Daria Voronkova I. Trofimov Evgeny Burnaev S. Barannikov DRL 60 2 0 24 Aug 2023
'Tax-free' 3DMM Conditional Face Generation Yiwen Huang Zhiqiu Yu Xinjie Yi Yue Wang James Tompkin CVBM 27 0 0 22 May 2023
Cross-GAN Auditing: Unsupervised Identification of Attribute Level Similarities and Differences between Pretrained Generative Models Matthew Lyle Olson Shusen Liu Rushil Anirudh Jayaraman J. Thiagarajan P. Bremer Weng-Keen Wong 31 5 0 19 Mar 2023
One-Shot Face Video Re-enactment using Hybrid Latent Spaces of StyleGAN2 Trevine Oorloff Yaser Yacoob CVBM 32 3 0 15 Feb 2023
Stable Attribute Group Editing for Reliable Few-shot Image Generation Guanqi Ding Xinzhe Han Shuhui Wang Xin Jin Dandan Tu Qingming Huang 29 9 0 01 Feb 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
Orthogonal SVD Covariance Conditioning and Latent Disentanglement Yue Song N. Sebe Wei Wang 33 6 0 11 Dec 2022
Generalizing and Improving Jacobian and Hessian Regularization Chenwei Cui Zehao Yan Guangsheng Liu Liangfu Lu AAML 27 1 0 01 Dec 2022
Decomposing Counterfactual Explanations for Consequential Decision Making Martin Pawelczyk Lea Tiyavorabun Gjergji Kasneci CML 26 1 0 03 Nov 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 15 9 0 26 Aug 2022
Unsupervised Discovery of Semantic Concepts in Satellite Imagery with Style-based Wavelet-driven Generative Models Nikos Kostagiolas M. Nicolaou Yannis Panagakis GAN 18 2 0 03 Aug 2022
Bypass Network for Semantics Driven Image Paragraph Captioning Qinjie Zheng Chaoyue Wang Dadong Wang 27 1 0 21 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 29 50 0 16 Jun 2022
BlobGAN: Spatially Disentangled Scene Representations Dave Epstein Taesung Park Richard Y. Zhang Eli Shechtman Alexei A. Efros GAN SSL OCL 37 42 0 05 May 2022
StyleT2I: Toward Compositional and High-Fidelity Text-to-Image Synthesis Zhiheng Li Martin Renqiang Min Keqin Li Chenliang Xu EGVM 33 39 0 29 Mar 2022
GIRAFFE HD: A High-Resolution 3D-aware Generative Model Yang Xue Yuheng Li Krishna Kumar Singh Yong Jae Lee 31 99 0 28 Mar 2022
3D-aware Image Synthesis via Learning Structural and Textural Representations Yinghao Xu Sida Peng Ceyuan Yang Yujun Shen Bolei Zhou 3DV 16 130 0 20 Dec 2021
Self-supervised Enhancement of Latent Discovery in GANs Silpa Vadakkeeveetil Sreelatha Adarsh Kappiyath S. Sumitra 39 3 0 16 Dec 2021
CLIP2StyleGAN: Unsupervised Extraction of StyleGAN Edit Directions Rameen Abdal Peihao Zhu John C. Femiani Niloy J. Mitra Peter Wonka CLIP 39 103 0 09 Dec 2021
Latent Transformations via NeuralODEs for GAN-based Image Editing Valentin Khrulkov L. Mirvakhabova Ivan Oseledets Artem Babenko 33 14 0 29 Nov 2021
Discovering and Explaining the Representation Bottleneck of DNNs Huiqi Deng Qihan Ren Hao Zhang Quanshi Zhang 39 59 0 11 Nov 2021
Video Autoencoder: self-supervised disentanglement of static 3D structure and motion Zihang Lai Sifei Liu Alexei A. Efros Xiaolong Wang VGen 36 31 0 06 Oct 2021
Pose with Style: Detail-Preserving Pose-Guided Image Synthesis with Conditional StyleGAN Badour Albahar Jingwan Lu Jimei Yang Zhixin Shu Eli Shechtman Jia-Bin Huang 3DH 41 82 0 13 Sep 2021
Towards Controllable and Photorealistic Region-wise Image Manipulation Ansheng You Chenglin Zhou Qixuan Zhang Lan Xu DiffM 39 2 0 19 Aug 2021
Orthogonal Jacobian Regularization for Unsupervised Disentanglement in Image Generation Yuxiang Wei Yupeng Shi Xiao-Chang Liu Zhilong Ji Yuan Gao Zhongqin Wu W. Zuo 23 55 0 17 Aug 2021
Unsupervised Disentanglement without Autoencoding: Pitfalls and Future Directions Andrea Burns Aaron Sarna Dilip Krishnan Aaron Maschinot CoGe DRL SSL 50 4 0 14 Aug 2021
DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities Elias Eulig Piyapat Saranrittichai Chaithanya Kumar Mummadi K. Rambach William H. Beluch Xiahan Shi Volker Fischer 154 11 0 12 Aug 2021
DarkGAN: Exploiting Knowledge Distillation for Comprehensible Audio Synthesis with GANs J. Nistal Stefan Lattner G. Richard 21 8 0 03 Aug 2021
Commutative Lie Group VAE for Disentanglement Learning Xinqi Zhu Chang Xu Dacheng Tao CoGe DRL 35 22 0 07 Jun 2021
Finding an Unsupervised Image Segmenter in Each of Your Deep Generative Models Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi OCL 38 53 0 17 May 2021
Discover the Unknown Biased Attribute of an Image Classifier Zhiheng Li Chenliang Xu 25 50 0 29 Apr 2021
Where and What? Examining Interpretable Disentangled Representations Xinqi Zhu Chang Xu Dacheng Tao FAtt DRL 51 38 0 07 Apr 2021
Using Deep LSD to build operators in GANs latent space with meaning in real space J. Q. Toledo-Marín J. Glazier GAN 22 3 0 09 Feb 2021
Counterfactual Generative Networks Axel Sauer Andreas Geiger OOD BDL CML 41 123 0 15 Jan 2021
GAN "Steerability" without optimization Nurit Spingarn-Eliezer Ron Banner T. Michaeli LLMSV 25 57 0 09 Dec 2020
StyleSpace Analysis: Disentangled Controls for StyleGAN Image Generation Zongze Wu Dani Lischinski Eli Shechtman DRL 49 482 0 25 Nov 2020
GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields Michael Niemeyer Andreas Geiger OCL 81 955 0 24 Nov 2020
GANSpace: Discovering Interpretable GAN Controls Erik Härkönen Aaron Hertzmann J. Lehtinen Sylvain Paris 70 898 0 06 Apr 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 306 10,368 0 12 Dec 2018