This repository collects papers in the field of face morphing attacks and defense, including surveys, databases, generation models and detection methods.

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• 2022 A Comprehensive Review of Face Morph Generation and Detection of Fraudulent Identities [paper]
• 2022 Morphing Attack Detection-State of the Art and Challenges [report]
• 2022 Face Morphing Attack Detection Methods
• 2022 A Systematic Literature Review on Face Morphing Attack Detection (MAD)
• 2021 Face Morphing, a Modern Threat to Border Security: Recent Advances and Open Challenges attack [paper]
• 2021 Face Recognition Systems Under Morphing Attacks: A Survey attack [paper]
• 2021 Face morphing attack generation and detection: A comprehensive survey

• 2022 3D Face Morphing Attacks: Generation, Vulnerability and Detection [paper]
• 2022 Cross-Species 3D Face Morphing via Alignment-Aware Controller [paper]

• 2022 State-of-the-Art in the Architecture, Methods and Applications of StyleGAN [paper]
• 2021 Review on Generative Adversarial Network in Computer Vision: Methods and Metrics [paper]
• 2021 Review on Generative Adversarial Networks: Focusing on Computer Vision and Its Applications [paper]
• 2022 GAN Inversion: A Survey [paper]

• 2022 Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work [paper]
• 2022 Three things everyone should know about Vision Transformers [paper]
• 2022 Transformers in computational visual media: A survey [paper]

• 2021 A Benchmark Database for the Comparison of Face Morphing Detection Methods DB

• 2021 Vulnerability Analysis of Face Morphing Attacks from Landmarks and Generative Adversarial Networks [paper]

• 2023 MorDIFF: Recognition Vulnerability and Attack Detectability of Face Morphing Attacks Created by Diffusion Autoencoders [paper]

• 2021 ReGenMorph: Visibly Realistic GAN Generated Face Morphing Attacks by Attack Re-generation [paper]

• 2021 Deep Composite Face Image Attacks: Generation, Vulnerability and Detection [paper]

• 2023 Diffusion Models For Stronger Face Morphing Attacks [paper]

• 2022 3D Face Morphing Attacks: Generation, Vulnerability and Detection [paper]

• 2021 Face Morphing Attacks: A Threat to eLearning? attack [paper]

• 2022 [RFM] Fast 2-Step Regularization on Style Optimization for Real Face Morphing attack [paper], [code]

• 2022 Face Morphing: Fooling a Face Recognition System Is Simple! attack [paper]

• 2022 Building robust morphing attacks for face recognition systems attack [paper]

• 2022 The Influence of the Other-Race Effect on Susceptibility to Face Morphing Attacks attack [paper]

• 2022 [SMDD] Privacy-Friendly Synthetic Data for the Development of Face Morphing Attack Detectors synthetic-based DB [paper], [code], [project]

• 2021 StyleSwin: https://github.com/yqGANs/StyleSwin 1024x1024 Swin-Transformer Pure-Transformer
• 2021 HiT-B: https://github.com/google-research/hit-gan 1024x1024 Pure-Transformer
• 2021 GANformer: https://github.com/dorarad/gansformer 256x256
• 2021 GANformer2: https://github.com/dorarad/gansformer 256x256
• 2021 TransGAN: https://github.com/VITA-Group/TransGAN 256x256 Pure-Transformer
• 2021 Diffusion: https://github.com/openai/guided-diffusion GAN
• 2021 StyleGAN3: https://nvlabs.github.io/stylegan3/ GAN

• 2021 StyleGAN3 Alias-Free Generative Adversarial Networks [paper], [code], [project]
• 2019 StyleGAN A Style-Based Generator Architecture for Generative Adversarial Networks [paper], [code], [FFHQ], [video]
• 2019 Image2StyleGAN Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space? [paper], [code]
• 2020 Image2StyleGAN++ How to Edit the Embedded Images? [paper], [code], [project]
• 2018 FastPhotoStyle A Closed-form Solution to Photorealistic Image Stylization [paper], [code], [tutorial], Image Transformation
• 2021 TrGAN Unsupervised Image Transformation Learning via Generative Adversarial Networks [paper], [code], [project], [video], Image Transformation
• 2022 StyleFusion StyleFusion: Disentangling Spatial Segments in StyleGAN-Generated Images [paper]
• 2022 GuidedStyle GuidedStyle: Attribute knowledge guided style manipulation for semantic face editing [paper], Face Editing
• 2022 E2Style E2Style: Improve the Efficiency and Effectiveness of StyleGAN Inversion [paper], image inversion
• 2022 Region-Based Semantic Factorization in GANs [paper], [code], Local Face Editing
• 2022 Iterative facial image inpainting based on an encoder-generator architecture [paper], [code], Facial Image Inpainting
• 2022 CtlGAN CtlGAN: Few-shot Artistic Portraits Generation with Contrastive Transfer Learning [paper], artistic portraits generation
• 2022 Style Transformer for Image Inversion and Editing [paper], [code], image inversion and editing
• 2022 High-Fidelity Portrait Editing Via Exploring Differentiable Guided Sketches from the Latent Space [paper], sketch-guided portrait editing
• 2022 EXE-GAN Diverse facial inpainting guided by exemplars [paper], facial inpainting
• 2022 Panini-Net Panini-Net: GAN Prior based Degradation-Aware Feature Interpolation for Face Restoration [paper], [code], Face Restoration
• 2022 Expanding the Latent Space of StyleGAN for Real Face Editing [paper], face editing
• 2022 LELSD Optimizing Latent Space Directions for Gan-Based Local Image Editing [paper], Local Image Editing
• 2022 Towards High-Fidelity Face Self-occlusion Recovery via Multi-view Residual-based GAN Inversion [paper], Face Self-occlusion Recovery
• 2022 AE-StyleGAN AE-StyleGAN: Improved Training of Style-Based Auto-Encoders [paper], [code]

• 2021 Improving Visual Quality of Image Synthesis by A Token-based Generator with Transformers [paper]
• 2022 PixelFolder PixelFolder: An Efficient Progressive Pixel Synthesis Network for Image Generation [paper], [code]
• 2022 EdiBERT EdiBERT, a generative model for image editing [paper], [code]
• 2021 GANformer2 Compositional Transformers for Scene Generation [paper], [code]
• 2021 VQGAN Taming Transformers for High-Resolution Image Synthesis [paper], [code], [project]

• 2022 StyleHEAT StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pre-trained StyleGAN [paper], [code], [project], video generation 2022 LIA Latent Image Animator: Learning to Animate Images via Latent Space Navigation [paper], [project], animating images

• 2022 3D GAN Inversion for Controllable Portrait Image Animation [paper], Portrait image animation and attribute editing

• 2022 Generation and Detection of Face Morphing Attacks [paper]
• 2022 [MorDeephy] MorDeephy: Face Morphing Detection Via Fused Classification [paper]
• 2022 Single Morphing Attack Detection using Siamese Network and Few-shot Learning FSL [paper]
• 2022 Face morphing attack detection and attacker identification based on a watchlist [paper]
• 2022 SYN-MAD 2022: Competition on Face Morphing Attack Detection Based on Privacy-aware Synthetic Training Data [paper], [code]
• 2022 Detection of Face Morphing Attacks Based on Patch-Level Features and Lightweight Networks [paper]
• 2022 Towards generalized morphing attack detection by learning residuals [paper]
• 2022 Morphing Attacks and Detection using Spectral Images master thesis [paper]
• 2022 Morph Detection Enhanced by Structured Group Sparsity [paper]
• 2022 Noise robust face morphing detection method [paper]
• 2022 Landmark Enforcement and Principal Component Analysis for Improving GAN-Based Morphing MS thesis [paper]
• 2022 [OrthoMAD] OrthoMAD: Morphing Attack Detection Through Orthogonal Identity Disentanglement [paper]
• 2022 Unsupervised Face Morphing Attack Detection via Self-paced Anomaly Detection [paper], [code]
• 2021 MSA-CNN: Face Morphing Detection via a Multiple Scales Attention Convolutional Neural Network
• 2021 Morphing Attack Detection: A Fusion Approach [paper]
• 2018 Detecting Morphed Face Images Using Facial Landmarks [paper]
• 2018 Morphing Attack Detection using Laplace operator based features [paper]
• 2021 Feature Focus: Towards Explainable and Transparent Deep Face Morphing Attack Detectors
• 2021 Single and Differential Morph Attack Detection
• 2023 A Principal Component Analysis-Based Approach for Single Morphing Attack Detection [paper]
• 2023 Face Morphing Detection Based on a Two-Stream Network with Channel Attention and Residual of Multiple Color Spaces [paper]

• 2020 Deep Face Representations for Differential Morphing Attack Detection [paper]
• 2021 A Double Siamese Framework for Differential Morphing Attack Detection [paper]
• 2021 Conditional Identity Disentanglement for Differential Face Morph Detection [paper]
• 2021 Differential Morph Face Detection Using Discriminative Wavelet Sub-Bands [paper]
• 2021 Differential Morphed Face Detection Using Deep Siamese Networks [paper]
• 2021 Mutual information maximization on disentangled representations for differential morph detection [paper]
• 2022 Residual Colour Scale-Space Gradients for Reference-based Face Morphing Attack Detection [paper]

• 2022-IJCB Facial De-morphing: Extracting Component Faces from a Single Morph GAN DAD as backbone [paper]
• 2020 Border Control Morphing Attack Detection With a Convolutional Neural Network De-Morphing Approach AutoEncoder [paper]
• 2019 FD-GAN: Face De-Morphing Generative Adversarial Network for Restoring Accomplice’s Facial Image GAN [paper]
• 2018 Face demorphing in the presence of facial appearance variations [paper]
• 2021 Conditional Identity Disentanglement for Differential Face Morph Detection [paper]

• 2020 DAD Deep Adversarial Decomposition: A Unified Framework for Separating Superimposed Images [code], [paper],
• [pathGAN]
• 2017 CycleGAN Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks [code], [project],[paper]
• 2015 U-Net U-Net: Convolutional Networks for Biomedical Image Segmentation [project]

• Perceptual loss 2018 lpips: https://pypi.org/project/lpips/