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
Makeup Extraction of 3D Representation via Illumination-Aware Image Decomposition	Eurographics	2023	Project
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 —
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
• Web-based | Facial Beauty Prediction
• GUI | Makeup Transfer Demo