[TPAMI 2022] GAN Inversion: A Survey

Official Implementation for "Pivotal Tuning for Latent-based editing of Real Images" (ACM TOG 2022) https://arxiv.org/abs/2106.05744

CVPR 2022 HFGI: High-Fidelity GAN Inversion for Image Attribute Editing

[CVPR 2023] E3DGE: An encoder-based 3D StyleGAN inversion framework.

HyperInverter: Improving StyleGAN Inversion via Hypernetwork (CVPR 2022)

[ECCV 2022] PadInv: High-fidelity GAN Inversion with Padding Space

A GAN inversion toolbox based on PyTorch library. We design a unified pipeline for inversion methods and conduct a comprehensive benchmark.

Collection of works in my PhD at Virginia Tech, mostly focused on computer vision and machine learning applications in structural inspection and structural health monitoring.

Author implementation of RiDDLE: Reversible and Diversified De-identification with Latent Encryptor (CVPR 2023)

Official implementation of "Intra-Source Style Augmentation for Improved Domain Generalization" (WACV 2023 & IJCV)

Reference-Based 3D-Aware Image Editing with Triplanes

[NIPS2024] Official Code Repository for "Dual Encoder GAN Inversion for High-Fidelity 3D Head Reconstruction from Single Images"

QC-StyleGAN - Quality Controllable Image Generation and Manipulation (NeurIPS 2022)

Official implementation of https://arxiv.org/pdf/2312.05330.pdf

We use self-expressive layer to learn the affinity matrix of the hidden space of a generator, and we found subspace in GAN. Also we propsed a subspace-based high-fidelity GAN inversion model.

inverting an image back to its latent space Z

Official Implementation of "StylePrompter: All Styles Need Is Attention" [ACM MM 2023]

This is a simple demo for "Modeling GAN Latent Dynamics using Neural ODEs".

Python scripts to pre-train, fine-tune and use JoJoGAN with improved GAN inversion.