PandA: Unsupervised Learning of Parts and Appearances in the Feature
Maps of GANs

v1v2 (latest)

PandA: Unsupervised Learning of Parts and Appearances in the Feature Maps of GANs

31 May 2022

Christos Tzelepis

Yannis Panagakis

ArXiv (abs)PDF HTML Github (58★)

Papers citing "PandA: Unsupervised Learning of Parts and Appearances in the Feature Maps of GANs"

19 / 19 papers shown

Title
Decomposing MLP Activations into Interpretable Features via Semi-Nonnegative Matrix Factorization Or Shafran Atticus Geiger Mor Geva MILM 106 0 0 12 Jun 2025
Towards Interpretability Without Sacrifice: Faithful Dense Layer Decomposition with Mixture of Decoders James Oldfield Shawn Im Yixuan Li M. Nicolaou Ioannis Patras Grigorios G. Chrysos MoE 58 0 0 27 May 2025
Unsupervised Representation Learning from Sparse Transformation Analysis Yue Song Thomas Anderson Keller Yisong Yue Pietro Perona Max Welling DRL 76 0 0 07 Oct 2024
MM2Latent: Text-to-facial image generation and editing in GANs with multimodal assistance Debin Meng Christos Tzelepis Ioannis Patras Georgios Tzimiropoulos DiffM 93 0 0 17 Sep 2024
Are CLIP features all you need for Universal Synthetic Image Origin Attribution? Dario Cioni Christos Tzelepis Lorenzo Seidenari Ioannis Patras 95 2 0 17 Aug 2024
DiffusionAct: Controllable Diffusion Autoencoder for One-shot Face Reenactment Stella Bounareli Christos Tzelepis Vasileios Argyriou Ioannis Patras Georgios Tzimiropoulos DiffM 124 7 0 25 Mar 2024
Semantic Image Synthesis with Unconditional Generator Jungwoo Chae Hyunin Cho Sooyeon Go Kyungmook Choi Youngjung Uh 101 4 0 22 Feb 2024
One-shot Neural Face Reenactment via Finding Directions in GAN's Latent Space Stella Bounareli Christos Tzelepis Vasileios Argyriou Ioannis Patras Georgios Tzimiropoulos CVBM 3DH 88 8 0 05 Feb 2024
EmerDiff: Emerging Pixel-level Semantic Knowledge in Diffusion Models Koichi Namekata Amirmojtaba Sabour Sanja Fidler Seung Wook Kim 126 22 0 22 Jan 2024
Improving Fairness using Vision-Language Driven Image Augmentation Moreno DÍncà Christos Tzelepis Ioannis Patras N. Sebe 101 13 0 02 Nov 2023
Flow Factorized Representation Learning Yue Song Thomas Anderson Keller N. Sebe Max Welling DRL OOD 130 3 0 22 Sep 2023
HyperReenact: One-Shot Reenactment via Jointly Learning to Refine and Retarget Faces Stella Bounareli Christos Tzelepis Vasileios Argyriou Ioannis Patras Georgios Tzimiropoulos CVBM 94 36 0 20 Jul 2023
Householder Projector for Unsupervised Latent Semantics Discovery Yue Song Jichao Zhang N. Sebe Wei Wang 100 5 0 16 Jul 2023
StyleHumanCLIP: Text-guided Garment Manipulation for StyleGAN-Human Takato Yoshikawa Yuki Endo Yoshihiro Kanamori 78 1 0 26 May 2023
Latent Traversals in Generative Models as Potential Flows Yue Song Andy Keller N. Sebe Max Welling DRL 119 11 0 25 Apr 2023
Attribute-preserving Face Dataset Anonymization via Latent Code Optimization Simone Barattin Christos Tzelepis Ioannis Patras N. Sebe PICV CVBM 105 45 0 20 Mar 2023
StyleMask: Disentangling the Style Space of StyleGAN2 for Neural Face Reenactment Stella Bounareli Christos Tzelepis Vasileios Argyriou Ioannis Patras Georgios Tzimiropoulos CVBM 88 18 0 27 Sep 2022
Finding Directions in GAN's Latent Space for Neural Face Reenactment Stella Bounareli Vasileios Argyriou Georgios Tzimiropoulos 3DH CVBM 102 35 0 31 Jan 2022
LatentKeypointGAN: Controlling GANs via Latent Keypoints Xingzhe He Bastian Wandt Helge Rhodin GAN 141 6 0 29 Mar 2021