awesome-makeup-transfer

Awesome Make Up Transfer

A curated list of Makeup Transfer (and Hairstyles Transfer) and related resources.

This image is from BeautyGAN

🌱 Contributing

Please feel free to send me pull requests (or issues) to add papers/ talks/ demo etc.

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Table of Contents

• Makeup Transfer
• Hairstyles Transfer
• Datasets
• Applications

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Makeup Transfer

Title	Venue	Year	Link/ Code
SHMT: Self-supervised Hierarchical Makeup Transfer via Latent Diffusion Models	NeurIPS	2024	Code
Content-Style Decoupling for Unsupervised Makeup Transfer without Generating Pseudo Ground Truth	CVPR	2024	Code
Makeup Prior Models for 3D Facial Makeup Estimation and Applications	CVPR	2024	Page
SSAT ++ : A Semantic-Aware and Versatile Makeup Transfer Network With Local Color Consistency Constraint	Journal	2023
Makeup Extraction of 3D Representation via Illumination-Aware Image Decomposition	Eurographics	2023	Page, GitHub,
RamGAN: Region Attentive Morphing GAN for Region-Level Makeup Transfer	ECCV	2022	-
EleGANt: Exquisite and Locally Editable GAN for Makeup Transfer	ECCV	2022	Code
SSAT: A Symmetric Semantic-Aware Transformer Network for Makeup Transfer and Removal	AAAI	2022	Code
SOGAN: 3D-Aware Shadow and Occlusion Robust GAN for Makeup Transfer	ACM MM	2021
Spatially-Invariant Style-Codes Controlled Makeup Transfer	CVPR	2021
PSGAN++: Robust Detail-Preserving Makeup Transfer and Removal	TPAMI	2021
Deep Graphics Encoder for Real-Time Video Makeup Synthesis from Example	CVPRw	2021
Lipstick ain’t enough: Beyond Color Matching for In-the-Wild Makeup Transfer	CVPR	2021	Page, Code
PSGAN: Pose and Expression Robust Spatial-Aware GAN for Customizable Makeup Transfer	CVPR	2020	GitHub
CA-GAN: Weakly Supervised Color Aware GAN for Controllable Makeup Transfer	ECCVw	2020	Page
LADN: Local Adversarial Disentangling Network for Facial Makeup and De-Makeup	ICCV	2019	GitHub, Page
BeautyGlow: On-Demand Makeup Transfer Framework With Reversible Generative Network	CVPR	2019	GitHub, Page
Content and Colour Distillation for Learning Image Translations with the Spatial Profile Loss	BMVC	2019	GitHub
BeautyGAN: Instance-level Facial Makeup Transfer with Deep Generative Adversarial Network	ACM	2018	Tensorflow, Torch, Page
PairedCycleGAN: Asymmetric Style Transfer for Applying and Removing Makeup	CVPR	2018
Makeup like a superstar: Deep Localized Makeup Transfer Network	IJCA	2016
— arXiv —
BeautyBank: Encoding Facial Makeup in Latent Space	arXiv	2024
Gorgeous: Create Your Desired Character Facial Makeup from Any Ideas	arXiv	2024
Stable-Makeup: When Real-World Makeup Transfer Meets Diffusion Model	arXiv	2024
SARA: Controllable Makeup Transfer with Spatial Alignment and Region-Adaptive Normalization	arXiv	2023
BeautyREC: Robust, Efficient, and Content-preserving Makeup Transfer	arXiv	2022	Page
Semi-parametric Makeup Transfer via Semantic-aware Correspondence	arXiv	2022	code
Detailed Region-Adaptive Normalization for Heavy Makeup Transfer	arXiv	2021	code
Facial Attribute Transformers for Precise and Robust Makeup Transfer	arXiv	2021
Cosmetic-Aware Makeup Cleanser	arXiv	2020
SLGAN: Style- and Latent-guided Generative Adversarial Network for Desirable Makeup Transfer and Removal	arXiv	2020
Local Facial Makeup Transfer via Disentangled Representation	arXiv	2020
Disentangled Makeup Transfer with Generative Adversarial Network	arXiv	2019	GitHub

Hairstyles Transfer

| Title | Venue | Year | Link/ Code | |:——– |:——–:|:——–:|:——–:| | K-Hairstyle: A Large-scale Korean hairstyle dataset for virtual hair editing and hairstyle classification| ICIP | 2021 |Page| | Barbershop: GAN-based Image Compositing using Segmentation Masks| SIGGRAPH| 2021|Page,GitHub| | LOHO: Latent Optimization of Hairstyles via Orthogonalization| CVPR | 2021 |GitHub| | MichiGAN: Multi-Input-Conditioned Hair Image Generation for Portrait Editing| SIGGRAPH | 2020 |GitHub| | Intuitive, Interactive Beard and Hair Synthesis with Generative Models| CVPR | 2020 |GitHub| |HairNet: Single-View Hair Reconstruction using Convolutional Neural Networks| ECCV | 2018 ||

Datasets

Name	Year	#imgs	Link	Note
Color-Pattern-Makeup Datasets	2021	577-5555	GitHub	w/ CPM, 4 subsets
Makeup-Wild	2020	772	OneDrive	w/ PSGAN
LADN Makeup	2019	635	Drive	w/ LADN
Makeup Transfer	2018	3834	Drive	w/ BeautyGAN
Makeup Datasets	2012-2017	200-600	Pages	4 subsets
FCC Dataset	2019	18425	GitHub	w/ SPL

Applications

Research Directions

• Face Verification/ Attack:

  • Protecting Facial Privacy: Generating Adversarial Identity Masks via Style-robust Makeup Transfer

    CVPR 2022

  • Dodging Attack Using Carefully Crafted Natural Makeup

    arXiv 2021

  • Adv-Makeup: A New Imperceptible and Transferable Attack on Face Recognition

    IJCAI 2021

  • FM2u-Net: Face Morphological Multi-Branch Network for Makeup-Invariant Face Verification

    CVPR 2020

  • Anti-Makeup: Learning A Bi-Level Adversarial Network for Makeup-Invariant Face Verification

    AAAI 2018

• Recommendation System

  Beautification:

  • Face Beautification: Beyond Makeup Transfer

    arXiv 2019

  • Examples-Rules Guided Deep Neural Network for Makeup Recommendation

    AAAI 2017

Interesting Source Codes

Source code for demo, web, etc

• Face Makeup - Pytorch

• [Web-based

  Makeup Transfer Demo](https://github.com/thaoshibe/Facial-Makeup-Web)

• [Web-based

  Facial Beauty Prediction](https://github.com/wanshun123/Facial-Beauty-Prediction)

• [GUI	Makeup Transfer Demo](https://github.com/thaoshibe/GUI-Makeup-Transfer)

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