Gan Pei ^1* . Jiangning Zhang ^2* . Menghan Hu¹ . Zhenyu Zhang³ . Chengjie Wang² . Yunsheng Wu².

Guangtao Zhai⁴ . Jian Yang³ . Chunhua Shen⁵ . Dacheng Tao⁶

¹East China Normal University     ²Tencent Youtu Lab     ³Nanjing University     ⁴Shanghai Jiao Tong University
⁵Zhejiang University     ⁶Nanyang Technological University

We research Deepfake Generation and Detection

This work focuses on the aspect of facial manipulation in Deepfake, encompassing Face Swapping, Face Reenactment, Talking Face Generation, Face Attribute Editing and Forgery Detection. We believe this will be the most comprehensive survey to date on facial manipulation and detection technologies. Please stay tuned!😉😉😉

✨You are welcome to provide us your work with a topic related to deepfake generation or detection!!!

If you discover any missing work or have any suggestions, please feel free to submit a pull request or contact us. We will promptly add the missing papers to this repository.

✨Highlight!!!

[1] A comprehensive survey for visual Deepfake, including Deepfake generation/detection.

[2] It also contains several related domains, including Heas Swapping, Face Super-resolution, Face Reconstruction, Face Inpainting, Body Animation, Portrait Style Transfer, Makeup Transfer and Adversarial Sample Detection.

[3] We list detailed results for the most representative works.

✨Survey pipeline

Introduction

This work presents a detailed survey on generation and detection tasks about face-related generation, including Face Swapping, Face Reenactment, Talking Face Generation, and Face Attribute Editing. In addition, we also introduce several related fields such as Head Swap, Face Super-resolution, Face Reconstruction, Face Inpainting, etc., and select some of them to expand.

Summary of Contents

• Introduction
• Summary of Contents
• Methods: A Survey
  • Face Swapping
  • Face Reenactment
  • Talking Face Generation
  • Facial Attribute Editing
  • Forgery Detection
• Related Research Domains
  • Face Super-resolution
  • Portrait Style Transfer
  • Body Animation
  • Makeup Transfer
• Cite The Survey
• Contact

Methods: A Survey

Face Swapping

Year	Venue	Category	Paper Title	Code
2025	WACV	Difussion	Realistic and Efficient Face Swapping: A Unified Approach with Diffusion Models	Code
2024	arXiv	Diffusion	HiFiVFS: High Fidelity Video Face Swapping	-
2024	arXiv	Diffusion	FuseAnyPart: Diffusion-Driven Facial Parts Swapping via Multiple Reference Images	Code
2024	arXiv	GANs	Active Fake: DeepFake Camouflage	-
2024	arXiv	Other	Rank-based No-reference Quality Assessment for Face Swapping	-
2024	arXiv	3DGS	ImplicitDeepfake: Plausible Face-Swapping through Implicit Deepfake Generation using NeRF and Gaussian Splatting	Code
2024	arXiv	GANs	LatentSwap: An Efficient Latent Code Mapping Framework for Face Swapping	-
2024	arXiv	VAEs	SelfSwapper: Self-Supervised Face Swapping via Shape Agnostic Masked AutoEncoder	-
2024	arXiv	Difussion	Face Swap via Diffusion Model	Code
2024	arXiv	GANs	E4S: Fine-grained Face Swapping via Editing With Regional GAN Inversion	Code
2024	ACM MM	VAEs	CodeSwap: Symmetrically Face Swapping Based on Prior Codebook	Code
2024	ACM TOG	GANs	Identity-Preserving Face Swapping via Dual Surrogate Generative Models	Code
2024	ESWA	GANs	Face swapping with adaptive exploration-fusion mechanism and dual en-decoding tactic	-
2024	ECCV	Diffusion	Face Adapter for Pre-Trained Diffusion Models with Fine-Grained ID and Attribute Control	Code
2024	T-PAMI	GANs	Learning Disentangled Representation for One-Shot Progressive Face Swapping	Code
2024	CVPR	Difussion	Towards a Simultaneous and Granular Identity-Expression Control in Personalized Face Generation	Code
2024	ICIP	Graphic	RID-TWIN: An end-to-end pipeline for automatic face de-identification in videos	Code
2024	TCSVT	VAE	Identity-Aware Variational Autoencoder for Face Swapping	-
2024	ICASSP	GANs+3D	Attribute-Aware Head Swapping Guided by 3d Modeling	-
2024	TMM	Other	An Efficient Attribute-Preserving Framework for Face Swapping	-
2024	TMM	GANs+3D	StableSwap: Stable Face Swapping in a Shared and Controllable Latent Space	-
2023	arXiv	GANs	FlowFace++: Explicit Semantic Flow-supervised End-to-End Face Swapping	-
2023	arXiv	GANs	End-to-end Face-swapping via Adaptive Latent Representation Learning	-
2023	arXiv	Difussion	A Generalist FaceX via Learning Unified Facial Representation	Code
2023	arXiv	Cycle triplets	ReliableSwap: Boosting General Face Swapping Via Reliable Supervision	Code
2023	WACV	VAEs	FaceOff: A Video-to-Video Face Swapping System	-
2023	CVPR	GANs+3DMM	StyleIPSB: Identity-Preserving Semantic Basis of StyleGAN for High Fidelity Face Swapping	Code
2023	CVPR	GANs+3DMM	3D-Aware Face Swapping	Code
2023	CVPR	GANs	Fine-Grained Face Swapping via Regional GAN Inversion	Code
2023	WACV	GANs	FastSwap: A Lightweight One-Stage Framework for Real-Time Face Swapping	Code
2023	TECS	GANs+VAEs	XimSwap: many-to-many face swapping for TinyML	-
2023	WACV	GANs	FaceDancer: Pose- and Occlusion-Aware High Fidelity Face Swapping	Code
2023	ICCV	GANs	BlendFace: Re-designing Identity Encoders for Face-Swapping	Code
2023	ICCV	GANs+3DMM	Reinforced Disentanglement for Face Swapping without Skip Connection	-
2023	CVPR	GANs	Attribute-preserving Face Dataset Anonymization via Latent Code Optimizatio	Code
2023	AAAI	GANs+3DMM	FlowFace: Semantic Flow-Guided Shape-Aware Face Swapping	-
2023	CVPR	Transformers	Face Transformer: Towards High Fidelity and Accurate Face Swapping	-
2023	ACM MM	GANs+3D	High Fidelity Face Swapping via Semantics Disentanglement and Structure Enhancement	-
2023	FG	Transformers	TransFS: Face Swapping Using Transformer	-
2023	CVPR	Difussion	DiffSwap: High-Fidelity and Controllable Face Swapping via 3D-Aware Masked Diffusion	Code
2022	arXiv	Difussion	DiffFace: Diffusion-based Face Swapping with Facial Guidance	Code
2022	AAAI	GANs	MobileFaceSwap: A Lightweight Framework for Video Face Swapping	Code
2022	T-PAMI	GANs	FSGANv2: Improved Subject Agnostic Face Swapping and Reenactment	Code
2022	ICME	GANs	Migrating face swap to mobile devices: a lightweight framework and a supervised training solution	Code
2022	ECCV	GANs	StyleSwap: Style-Based Generator Empowers Robust Face Swapping	Code
2022	ECCV	GANs	Designing One Unified Framework for High-Fidelity Face Reenactment and Swapping	Code
2022	ECCV	GANs+3DMM	MFIM: Megapixel Facial Identity Manipulation	-
2022	CVPR	GANs	Region-Aware Face Swapping	Code
2022	CVPR	Difussion	Smooth-Swap: A Simple Enhancement for Face-Swapping with Smoothness	-
2022	CVPR	GANs	High-resolution Face Swapping via Latent Semantics Disentanglement	Code
2021	CVPR	GANs+3DMM	FaceInpainter: High Fidelity Face Adaptation to Heterogeneous Domains	-
2021	CVPR	GANs	Information Bottleneck Disentanglement for Identity Swapping	-
2021	CVPR	GANs	One Shot Face Swapping on Megapixels	Code
2021	MMM	GANs	Deep Face Swapping via Cross-Identity Adversarial Training	-
2021	IJCAI	GANs+3DMM	HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping	Code
2020	CVPR	GANs	FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping	Code
2020	CVPR	GANs	DeepFaceLab: Integrated, flexible and extensible face-swapping framework	Code
2020	NeurIPS	GANs	AOT: Appearance Optimal Transport Based Identity Swapping for Forgery Detection	Code
2020	ACM MM	GANs+VAEs	SimSwap: An Efficient Framework For High Fidelity Face Swapping	Code
2020	AAAI	GANs+VAEs	Deepfakes for Medical Video De-Identification: Privacy Protection and Diagnostic Information Preservation	-

Face Reenactment

Year	Venue	Paper Title	Code
2024	arXiv	MIMAFace: Face Animation via Motion-Identity Modulated Appearance Feature Learning	Code
2024	arXiv	Follow-Your-Emoji: Fine-Controllable and Expressive Freestyle Portrait Animation	Code
2024	arXiv	LivePortrait: Efficient Portrait Animation with Stitching and Retargeting Control	Code
2024	arXiv	Anchored Diffusion for Video Face Reenactment	-
2024	arXiv	Learning Online Scale Transformation for Talking Head Video Generation	-
2024	arXiv	VOODOO XP: Expressive One-Shot Head Reenactment for VR Telepresence	-
2024	arXiv	3DFlowRenderer: One-shot Face Re-enactment via Dense 3D Facial Flow Estimation	Code
2024	arXiv	MegActor: Harness the Power of Raw Video for Vivid Portrait Animation	Code
2024	arXiv	Export3D: Learning to Generate Conditional Tri-plane for 3D-aware Expression-Controllable Portrait Animation	Code
2024	arXiv	Learning to Generate Conditional Tri-plane for 3D-aware Expression Controllable Portrait Animation	Code
2024	arXiv	Superior and Pragmatic Talking Face Generation with Teacher-Student Framework	Code
2024	arXiv	DiffusionAct: Controllable Diffusion Autoencoder for One-shot Face Reenactment	Code
2024	SIGGRAPH	X-portrait: Expressive portrait animation with hierarchical motion attention	-
2024	BMVC	G3FA: Geometry-guided GAN for Face Animation	Code
2024	ECCV	Face Adapter for Pre-Trained Diffusion Models with Fine-Grained ID and Attribute Control	Code
2024	WACV	CVTHead: One-shot Controllable Head Avatar with Vertex-feature Transformer	Code
2024	CVPR	Pose Adapted Shape Learning for Large-Pose Face Reenactment	Code
2024	CVPR	FSRT: Facial Scene Representation Transformer for Face Reenactment from Factorized Appearance, Head-pose, and Facial Expression Features	Code
2024	ICASSP	Expression Domain Translation Network for Cross-Domain Head Reenactment	-
2024	AAAI	Learning Dense Correspondence for NeRF-Based Face Reenactment	-
2024	AAAI	FG-EmoTalk: Talking Head Video Generation with Fine-Grained Controllable Facial Expressions	-
2024	IJCV	One-shot Neural Face Reenactment via Finding Directions in GAN's Latent Space	-
2024	PR	MaskRenderer: 3D-Infused Multi-Mask Realistic Face Reenactment	-
2023	T-PAMI	Free-headgan: Neural talking head synthesis with explicit gaze control	-
2023	CVPR	High-Fidelity and Freely Controllable Talking Head Video Generation	Code
2023	NeurIPS	Learning Motion Refinement for Unsupervised Face Animation	Code
2023	ICCV	Robust One-Shot Face Video Re-enactment using Hybrid Latent Spaces of StyleGAN2	Code
2023	ICCV	ToonTalker: Cross-Domain Face Reenactment	-
2023	ICCV	HyperReenact: One-Shot Reenactment via Jointly Learning to Refine and Retarget Faces	Code
2023	CVPR	MetaPortrait: Identity-Preserving Talking Head Generation with Fast Personalized Adaptation	Code
2023	CVPR	Parametric Implicit Face Representation for Audio-Driven Facial Reenactment	-
2023	CVPR	One-shot high-fidelity talking-head synthesis with deformable neural radiance field	Code
2023	FG	Stylemask: Disentangling the style space of stylegan2 for neural face reenactment	Code
2022	ECCV	Face2Faceρ: Real-Time High-Resolution One-Shot Face Reenactment	-
2022	CVPR	Dual-Generator Face Reenactment	-
2021	ICCV	PIRenderer: Controllable Portrait Image Generation via Semantic Neural Rendering	Code
2021	ICCV	Headgan: One-shot neural head synthesis and editing	-
2020	CVPR	FReeNet: Multi-Identity Face Reenactment	-
2020	FG	Head2Head: Videobased neural head synthesis	-
2020	ECCV	Fast bilayer neural synthesis of one-shot realistic head avatars	-
2020	AAAI	MarioNETte: Few-Shot Face Reenactment Preserving Identity of Unseen Targets	-
2019	ACM TOG	Deferred Neural Rendering: Image Synthesis using Neural Textures	-
2019	ACM TOG	Neural style-preserving visual dubbing	-
2019	ICCV	Few-Shot Adversarial Learning of Realistic Neural Talking Head Models	-
2018	CVPR	X2Face: A network for controlling face generation using images, audio, and pose codes	-
2018	ACM TOG	Deep video portraits	-
2018	NeurIPS	Video to video synthesis	Code
2016	CVPR	Face2Face: Real-time Face Capture and Reenactment of RGB Videos	-

Talking Face Generation

Year	Venue	Category	Paper Title	Code
2025	AAAI	VQ-VAE	DEEPTalk: Dynamic Emotion Embedding for Probabilistic Speech-Driven 3D Face Animation	-
2025	AAAI	Diffusion	GoHD: Gaze-oriented and Highly Disentangled Portrait Animation with Rhythmic Poses and Realistic Expression	Code
2024	arXiv	Diffusion	LatentSync: Audio Conditioned Latent Diffusion Models for Lip Sync	-
2024	arXiv	Audio	FLOAT: Generative Motion Latent Flow Matching for Audio-driven Talking Portrait	Code
2024	arXiv	3D Model	Audio-Driven Emotional 3D Talking-Head Generation	-
2024	arXiv	3D Model	Diverse Code Query Learning for Speech-Driven Facial Animation	-
2024	arXiv	3D Model	JambaTalk: Speech-Driven 3D Talking Head Generation Based on Hybrid Transformer-Mamba Model	-
2024	arXiv	Diffusion	EmotiveTalk: Expressive Talking Head Generation through Audio Information Decoupling and Emotional Video Diffusion	-
2024	arXiv	3D Model	LES-Talker: Fine-Grained Emotion Editing for Talking Head Generation in Linear Emotion Space	-
2024	arXiv	3D Model	3D-GS Talker: 3D Gaussian Based Audio-Driven Real-Time Talking Head Generation	-
2024	arXiv	Diffusion	JoyVASA: Portrait and Animal Image Animation with Diffusion-Based Audio-Driven Facial Dynamics and Head Motion Generation	Code
2024	arXiv	Audio	SPEAK: Speech-Driven Pose and Emotion-Adjustable Talking Head Generation	Code
2024	arXiv	Audio	DAWN: Dynamic Frame Avatar with Non-autoregressive Diffusion Framework for Talking Head Video Generation	Code
2024	arXiv	Audio	MuseTalk: Real-Time High Quality Lip Synchronization with Latent Space Inpainting	-
2024	arXiv	Audio	LaDTalk: Latent Denoising for Synthesizing Talking Head Videos with High Frequency Details	-
2024	arXiv	Diffusion	DreamHead: Learning Spatial-Temporal Correspondence via Hierarchical Diffusion for Audio-driven Talking Head Synthesis	-
2024	arXiv	KAN	KAN-Based Fusion of Dual-Domain for Audio-Driven Facial Landmarks Generation	-
2024	arXiv	GANs	SegTalker: Segmentation-based Talking Face Generation with Mask-guided Local Editing	-
2024	arXiv	Diffusion	SVP: Style-Enhanced Vivid Portrait Talking Head Diffusion Model	-
2024	arXiv	Diffusion	PoseTalk: Text-and-Audio-based Pose Control and Motion Refinement for One-Shot Talking Head Generation	Code
2024	arXiv	Audio	JambaTalk: Speech-Driven 3D Talking Head Generation Based on Hybrid Transformer-Mamba Model	-
2024	arXiv	Audio	EmoFace: Emotion-Content Disentangled Speech-Driven 3D Talking Face with Mesh Attention	-
2024	arXiv	Audio	Meta-Learning Empowered Meta-Face: Personalized Speaking Style Adaptation for Audio-Driven 3D Talking Face Animation	-
2024	arXiv	VQ-VAE	GLDiTalker: Speech-Driven 3D Facial Animation with Graph Latent Diffusion Transformer	-
2024	arXiv	Diffusion	High-fidelity and Lip-synced Talking Face Synthesis via Landmark-based Diffusion Model	-
2024	arXiv	Diffusion	Style-Preserving Lip Sync via Audio-Aware Style Reference	-
2024	arXiv	Diffusion	Text-based Talking Video Editing with Cascaded Conditional Diffusion	-
2024	arXiv	Audio	Audio-driven High-resolution Seamless Talking Head Video Editing via StyleGAN	-
2024	arXiv	Audio	RealTalk: Real-time and Realistic Audio-driven Face Generation with 3D Facial Prior-guided Identity Alignment Network	-
2024	arXiv	3D Model	NLDF: Neural Light Dynamic Fields for Efficient 3D Talking Head Generation	-
2024	arXiv	Audio	Emotional Conversation: Empowering Talking Faces with Cohesive Expression, Gaze and Pose Generation	-
2024	arXiv	Audio	Controllable Talking Face Generation by Implicit Facial Keypoints Editing	Code
2024	arXiv	Audio	OpFlowTalker: Realistic and Natural Talking Face Generation via Optical Flow Guidance	-
2024	arXiv	Multimodal	Listen, Disentangle, and Control: Controllable Speech-Driven Talking Head Generation	Code
2024	arXiv	Audio	AniTalker: Animate Vivid and Diverse Talking Faces through Identity-Decoupled Facial Motion Encoding	Code
2024	arXiv	3D Model	NeRFFaceSpeech: One-shot Audio-driven 3D Talking Head Synthesis via Generative Prior	Code
2024	arXiv	Audio	SwapTalk: Audio-Driven Talking Face Generation with One-Shot Customization in Latent Space	Code
2024	arXiv	3D Model	GSTalker: Real-time Audio-Driven Talking Face Generation via Deformable Gaussian Splatting	-
2024	arXiv	3D Model	Embedded Representation Learning Network for Animating Styled Video Portrait	-
2024	arXiv	3D Model	Learn2Talk: 3D Talking Face Learns from 2D Talking Face	Code
2024	arXiv	3D Model	GaussianTalker: Speaker-specific Talking Head Synthesis via 3D Gaussian Splatting	Code
2024	arXiv	Audio	Emote Portrait Alive: Generating Expressive Portrait Videos with Audio2Video Diffusion Model under Weak Conditions	Code
2024	arXiv	Audio	VLOGGER: Multimodal Diffusion for Embodied Avatar Synthesis	Code
2024	arXiv	Audio	AniPortrait: Audio-Driven Synthesis of Photorealistic Portrait Animations	Code
2024	arXiv	Audio	Talk3D: High-Fidelity Talking Portrait Synthesis via Personalized 3D Generative Prior	Code
2024	arXiv	Diffusion	MoDiTalker: Motion-Disentangled Diffusion Model for High-Fidelity Talking Head Generation	-
2024	arXiv	Audio	EmoVOCA: Speech-Driven Emotional 3D Talking Heads	-
2024	arXiv	Diffusion	Context-aware Talking Face Video Generation	-
2024	arXiv	Audio	EmoSpeaker: One-shot Fine-grained Emotion-Controlled Talking Face Generation	-
2024	arXiv	Diffusion	EMOdiffhead: Continuously Emotional Control in Talking Head Generation via	-
2024	TVCG	3D Model	High-Fidelity and High-Efficiency Talking Portrait Synthesis With Detail-Aware Neural Radiance Fields	Code
2024	ICIP	Audio	Personatalk: Preserving Personalized Dynamic Speech Style In Talking Face Generation	-
2024	NIPS oral	Audio	VASA-1: Lifelike Audio-Driven Talking Faces Generated in Real Time	Code
2024	NIPS	3D Model	MimicTalk: Mimicking a personalized and expressive 3D talking face in minutes	Code
2024	SIGGRAPH	Multimodal	Media2Face: Co-speech Facial Animation Generation With Multi-Modality Guidance	-
2024	SIGGRAPH	Audio	ProbTalk3D: Non-Deterministic Emotion Controllable Speech-Driven 3D Facial Animation Synthesis Using VQ-VAE	Code
2024	BMVC	3D Model	JEAN: Joint Expression and Audio-guided NeRF-based Talking Face Generation	Code
2024	ACM MM	3D Model	GaussianTalker: Real-Time High-Fidelity Talking Head Synthesis with Audio-Driven 3D Gaussian Splatting	Code
2024	ACM MM	Diffusion	ConsistentAvatar: Learning to Diffuse Fully Consistent Talking Head Avatar with Temporal Guidance	-
2024	ACM MM	Audio	SegTalker: Segmentation-based Talking Face Generation with Mask-guided Local Editing	-
2024	ACM MM	Diffusion	FD2Talk: Towards Generalized Talking Head Generation with Facial Decoupled Diffusion Model	Code
2024	ACM MM	Multimodal	SyncTalklip: Highly Synchronized Lip-Readable Speaker Generation with Multi-Task Learning	Code
2024	VR	Audio	EmoFace: Audio-driven Emotional 3D Face Animation	Code
2024	ECCV	Diffusion	EMO: Emote Portrait Alive Generating Expressive Portrait Videos with Audio2Video Diffusion Model Under Weak Conditions	-
2024	ECCV	Audio	Audio-driven Talking Face Generation with Stabilized Synchronization Loss	-
2024	ECCV	Diffusion	Stable Video Portraits	Code
2024	ECCV	3D Model	S^3D-NeRF: Single-Shot Speech-Driven Neural Radiance Field for High Fidelity Talking Head Synthesis	-
2024	ECCV	Audio	KMTalk: Speech-Driven 3D Facial Animation with Key Motion Embedding	Code
2024	ECCV	3D Model	TalkingGaussian: Structure-Persistent 3D Talking Head Synthesis via Gaussian Splatting	Code
2024	ECCV	Audio	EDTalk: Efficient Disentanglement for Emotional Talking Head Synthesis	Code
2024	IJCV	Audio	ReliTalk: Relightable Talking Portrait Generation from a Single Video	Code
2024	TCSVT	Audio	Audio-Semantic Enhanced Pose-Driven Talking Head Generation	Code
2024	TCSVT	Audio	OSM-Net: One-to-Many One-shot Talking Head Generation with Spontaneous Head Motions	-
2024	IF	3D Model	ER-NeRF++: Efficient region-aware Neural Radiance Fields for high-fidelity talking portrait synthesis	-
2024	ICLR	3D Model	Real3D-Portrait: One-shot Realistic 3D Talking Portrait Synthesis	Code
2024	ICLR	Diffusion	GAIA: ZERO-SHOT TALKING AVATAR GENERATION	Code
2024	T-PAMI	Multimodal	StyleTalk++: A Unified Framework for Controlling the Speaking Styles of Talking Heads	-
2024	ICASSP	Diffusion	EmoTalker: Emotionally Editable Talking Face Generation via Diffusion Model	-
2024	ICASSP	Text	Text-Driven Talking Face Synthesis by Reprogramming Audio-Driven Models	-
2024	ICASSP	Audio	Speech-Driven Emotional 3d Talking Face Animation Using Emotional Embeddings	-
2024	ICASSP	Audio	Exploring Phonetic Context-Aware Lip-Sync for Talking Face Generation	-
2024	ICASSP	Audio	Talking Face Generation for Impression Conversion Considering Speech Semantics	-
2024	ICASSP	3D Model	NeRF-AD: Neural Radiance Field with Attention-based Disentanglement for Talking Face Synthesis	Code
2024	ICASSP	3D Model	DT-NeRF: Decomposed Triplane-Hash Neural Radiance Fields For High-Fidelity Talking Portrait Synthesis	-
2024	ICASSP	Multimodal	Talking Face Generation for Impression Conversion Considering Speech Semantics	-
2024	ICAART	Diffusion	DiT-Head: High-Resolution Talking Head Synthesis using Diffusion Transformers	-
2024	WACV	Audio	THInImg: Cross-Modal Steganography for Presenting Talking Heads in Images	-
2024	WACV	Diffusion	Diffused Heads: Diffusion Models Beat GANs on Talking-Face Generation	Code
2024	WACV	Audio	DR2: Disentangled Recurrent Representation Learning for Data-Efficient Speech Video Synthesis	-
2024	WACV	Audio	RADIO: Reference-Agnostic Dubbing Video Synthesis	-
2024	WACV	Audio	Diff2Lip: Audio Conditioned Diffusion Models for Lip-Synchronization	Code
2024	CVPR	Text	FaceTalk: Audio-Driven Motion Diffusion for Neural Parametric Head Models	Code
2024	CVPR	Text	Faces that Speak: Jointly Synthesising Talking Face and Speech from Text	Code
2024	CVPR	Diffusion	DiffTED: One-shot Audio-driven TED Talk Video Generation with Diffusion-based Co-speech Gestures	-
2024	CVPR	Audio	FaceChain-ImagineID: Freely Crafting High-Fidelity Diverse Talking Faces from Disentangled Audio	Code
2024	CVPR	Audio	FlowVQTalker: High-Quality Emotional Talking Face Generation through Normalizing Flow and Quantization	-
2024	CVPR	Text	Faces that Speak: Jointly Synthesising Talking Face and Speech from Text	Code
2024	CVPR	3D Model	SyncTalk: The Devil is in the Synchronization for Talking Head Synthesis	Code
2024	CVPR	3D Model	Learning Dynamic Tetrahedra for High-Quality Talking Head Synthesis	Code
2024	CVPRW	3D Model	NeRFFaceSpeech: One-shot Audio-driven 3D Talking Head Synthesis via Generative Prior	Code
2024	AAAI	3D Model	AE-NeRF: Audio Enhanced Neural Radiance Field for Few Shot Talking Head Synthesis	-
2024	AAAI	3D Model	Mimic: Speaking Style Disentanglement for Speech-Driven 3D Facial Animation	Code
2024	AAAI	Audio	Style2Talker: High-Resolution Talking Head Generation with Emotion Style and Art Style	-
2024	AAAI	Audio	AudioGPT: Understanding and Generating Speech, Music, Sound, and Talking Head	-
2024	AAAI	Audio	Say Anything with Any Style	-
2023	arXiv	Audio	GMTalker: Gaussian Mixture based Emotional talking video Portraits	Code
2023	arXiv	Diffusion	DREAM-Talk: Diffusion-based Realistic Emotional Audio-driven Method for Single Image Talking Face Generation	Code
2023	arXiv	Diffusion	DreamTalk: When Expressive Talking Head Generation Meets Diffusion Probabilistic Models	Code
2023	arXiv	Text	TalkCLIP: Talking Head Generation with Text-Guided Expressive Speaking Styles	-
2023	CVPR	Multimodal	High-Fidelity Generalized Emotional Talking Face Generation With Multi-Modal Emotion Space Learning	-
2023	CVPR	Multimodal	LipFormer: High-fidelity and Generalizable Talking Face Generation with A Pre-learned Facial Codebook	-
2023	CVPR	Audio	Sadtalker: Learning realistic 3d motion coefficients for stylized audio-driven single image talking face animation	Code
2023	CVPR	Audio	Seeing What You Said: Talking Face Generation Guided by a Lip Reading Expert	-
2023	ICCV	Audio	Speech2Lip: High-fidelity Speech to Lip Generation by Learning from a Short Video	Code
2023	ICCV	Audio	EMMN: Emotional Motion Memory Network for Audio-driven Emotional Talking Face Generation	-
2023	TNNLS	Audio	Talking Face Generation With Audio-Deduced Emotional Landmarks	-
2023	ICASSP	Audio	Memory-augmented contrastive learning for talking head generation	Code
2023	CVPR	Audio	Identity-Preserving Talking Face Generation with Landmark and Appearance Priors	Code
2023	TCSVT	Audio	Stochastic Latent Talking Face Generation Towards Emotional Expressions and Head Poses	-
2023	ICCV	Audio	Efficient Emotional Adaptation for Audio-Driven Talking-Head Generation	Code
2023	Displays	Audio	Talking face generation driven by time–frequency domain features of speech audio	-
2023	ICCV	Diffusion	Talking Head Generation with Probabilistic Audio-to-Visual Diffusion Priors	Code
2023	ICCV	Audio	SPACE : Speech-driven Portrait Animation with Controllable Expression	Code
2023	ICCV	3D Model	EmoTalk: Speech-Driven Emotional Disentanglement for 3D Face Animation	Code
2023	Displays	Multimodal	Flow2Flow: Audio-visual cross-modality generation for talking face videos with rhythmic head	Code
2023	ACM MM	Diffusion	DAE-Talker: High Fidelity Speech-Driven Talking Face Generation with Diffusion Autoencoder	Code
2022	CVPR	Multimodal	Expressive Talking Head Generation with Granular Audio-Visual Control	-
2022	TMM	Multimodal	Multimodal Learning for Temporally Coherent Talking Face Generation With Articulator Synergy	Code
2022	CVPR	Text	Talking Face Generation with Multilingual TTS	Code
2022	ECCV	Audio	Learning Dynamic Facial Radiance Fields for Few-Shot Talking Head Synthesis	Code
2021	ICCV	Audio	FACIAL: Synthesizing Dynamic Talking Face with Implicit Attribute Learning	Code
2021	CVPR	Multimodal	Pose-Controllable Talking Face Generation by Implicitly Modularized Audio-Visual Representation	Code
2021	ICCV	3D Model	AD-NeRF: Audio Driven Neural Radiance Fields for Talking Head Synthesis	Code
2021	CVPR	Audio	Audio-driven emotional video portraits	Code
2020	ICMR	Audio	A Lip Sync Expert Is All You Need for Speech to Lip Generatio In The Wild	Code
2020	ACM TOG	Audio	MakeItTalk: Speaker-Aware Talking-Head Animation	Code

Facial Attribute Editing

Year	Venue	Category	Paper Title	Code
2024	arXiv	GANs	Revealing Directions for Text-guided 3D Face Editing	-
2024	arXiv	GANs	Revealing Directions for Text-guided 3D Face Editing	-
2024	arXiv	Diffusion	HairDiffusion: Vivid Multi-Colored Hair Editing via Latent Diffusion	-
2024	arXiv	GANs	UP-FacE: User-predictable Fine-grained Face Shape Editing	-
2024	arXiv	Diffusion	V-LASIK: Consistent Glasses-Removal from Videos Using Synthetic Data	Code
2024	arXiv	GANs	Efficient 3D-Aware Facial Image Editing via Attribute-Specific Prompt Learning	Code
2024	arXiv	Diffusion	Zero-shot Image Editing with Reference Imitation	Code
2024	arXiv	Diffusion	Face2Face: Label-driven Facial Retouching Restoration	-
2024	arXiv	Diffusion	FlashFace: Human Image Personalization with High-fidelity Identity Preservation	Code
2024	arXiv	NeRF	Fast Text-to-3D-Aware Face Generation and Manipulation via Direct Cross-modal Mapping and Geometric Regularization	Code
2024	arXiv	GANs	GANTASTIC: GAN-based Transfer of Interpretable Directions for Disentangled Image Editing in Text-to-Image Diffusion Models	Code
2024	arXiv	GANs	S3Editor: A Sparse Semantic-Disentangled Self-Training Framework for Face Video Editing	-
2024	arXiv	GANs	Reference-Based 3D-Aware Image Editing with Triplane	Code
2024	arXiv	GANs	3D-aware Image Generation and Editing with Multi-modal Conditions	-
2024	arXiv	GANs	Reference-Based 3D-Aware Image Editing with Triplane	-
2024	arXiv	GANs	SeFFeC: Semantic Facial Feature Control for Fine-grained Face Editing	-
2024	arXiv	Diffusion	DiffFAE: Advancing High-fidelity One-shot Facial Appearance Editing with Space-sensitive Customization and Semantic Preservation	-
2024	arXiv	GANs	Skull-to-Face: Anatomy-Guided 3D Facial Reconstruction and Editing	Code
2024	ECCVW	GANs	MM2Latent: Text-to-facial image generation and editing in GANs with multimodal assistance	Code
2024	ECCV	GANs	Efficient 3D-Aware Facial Image Editing via Attribute-Specific Prompt Learning	Code
2024	ECCV	Diffusion	COMPOSE: Comprehensive Portrait Shadow Editing	-
2024	ECCV	3DGS	View-Consistent 3D Editing with Gaussian Splatting	Code
2024	ESWA	GANs	ISFB-GAN: Interpretable semantic face beautification with generative adversarial network	-
2024	IS	GANs	ICGNet: An intensity-controllable generation network based on covering learning for face attribute synthesis	Code
2024	IJCV	GANs	ManiCLIP: Multi-attribute Face Manipulation from Text	Code
2024	CVPR	3D	Learning Adaptive Spatial Coherent Correlations for Speech-Preserving Facial Expression Manipulation	Code
2024	CVPR	NeRF	GeneAvatar: Generic Expression-Aware Volumetric Head Avatar Editing from a Single Image	Code
2024	CVPR	Diffusion	DreamSalon: A Staged Diffusion Framework for Preserving Identity-Context in Editable Face Generation	-
2024	T-CSVT	GANs	Interactive Generative Adversarial Networks with High-Frequency Compensation for Facial Attribute Editing	-
2024	ICIGP	GANs	A novel method for facial attribute editing by integrating semantic segmentation and color rendering	-
2024	Information Sciences	GANs	ICGNet: An intensity-controllable generation network based on covering learning for face attribute synthesis	Code
2024	ICASSP	GANs	Semantic Latent Decomposition with Normalizing Flows for Face Editing	Code
2024	AAAI	GANs	SDGAN: Disentangling Semantic Manipulation for Facial Attribute Editing	-
2024	WACV	GANs	EmoStyle: One-Shot Facial Expression Editing Using Continuous Emotion Parameters	Code
2024	WACV	Diffusion	Personalized Face Inpainting With Diffusion Models by Parallel Visual Attention	-
2024	WACV	GANs	Face Identity-Aware Disentanglement in StyleGAN	-
2024	NeurIPS	Diffusion+NeRF	FaceDNeRF: Semantics-Driven Face Reconstruction, Prompt Editing and Relighting with Diffusion Models	Code
2023	CVPR	Diffusion	Collaborative Diffusion for Multi-Modal Face Generation and Editing	Code
2023	ICCV	GANs	Conceptual and Hierarchical Latent Space Decomposition for Face Editing	-
2023	NN	GANs	IA-FaceS: A bidirectional method for semantic face editing	Code
2023	TPAMI	GANs+NeRF	CIPS-3D++: End-to-End Real-Time High-Resolution 3D-Aware GANs for GAN Inversion and Stylization	-
2023	SIGGRAPH	GANs+3DMM	ClipFace: Text-guided Editing of Textured 3D Morphable Models	Code
2023	ICCV	GANs	Towards High-Fidelity Text-Guided 3D Face Generation and Manipulation Using only Images	-
2023	TPAMI	GANs	Image-to-Image Translation with Disentangled Latent Vectors for Face Editing	Code
2023	CVPR	GANs	DPE: Disentanglement of Pose and Expression for General Video Portrait Editing	Code
2023	ACM MM	GANs	PixelFace+: Towards Controllable Face Generation and Manipulation with Text Descriptions and Segmentation Masks	Code
2022	CVPR	GANs+NeRF	FENeRF: Face Editing in Neural Radiance Fields	Code
2022	Neural Networks	GANs	GuidedStyle: Attribute Knowledge Guided Style Manipulation for Semantic Face Editing	-
2022	SIGGRAPH	GANs+NeRF	FDNeRF: Few-shot Dynamic Neural Radiance Fields for Face Reconstruction and Expression Editing	Code
2022	CVPR	GANs	AnyFace: Free-style Text-to-Face Synthesis and Manipulation	-
2022	CVPR	GANs	TransEditor: Transformer-Based Dual-Space GAN for Highly Controllable Facial Editing	Code
2022	SIGGRAPH	GANs+NeRF	NeRFFaceEditing: Disentangled Face Editing in Neural Radiance Fields	-
2022	TVCG	GANs +3D	Cross-Domain and Disentangled Face Manipulation With 3D Guidance	Code
2021	ICCV	GANs	A Latent Transformer for Disentangled Face Editing in Images and Videos	Code
2021	CVPR	GANs	High-Fidelity and Arbitrary Face Editing	Code
2020	JAS	GANs	MU-GAN: Facial Attribute Editing Based on Multi-Attention Mechanism	Code
2020	CVPR	GANs	Interpreting the Latent Space of GANs for Semantic Face Editing	Code
2020	ACCV	GANs	MagGAN: High-Resolution Face Attribute Editing with Mask-Guided Generative Adversarial Network	-

Forgery Detection

Year	Venue	Category	Paper Title	Code
2024	arXiv	Other	Facial Features Matter: a Dynamic Watermark based Proactive Deepfake Detection Approach	-
2024	arXiv	Space Domain	Capture Artifacts via Progressive Disentangling and Purifying Blended Identities for Deepfake Detection	-
2024	arXiv	Multi-Modal	Harnessing Wavelet Transformations for Generalizable Deepfake Forgery Detection	Code
2024	arXiv	Space Domain	Herd Mentality in Augmentation - Not a Good Idea! A Robust Multi-stage Approach towards Deepfake Detection	Code
2024	arXiv	Space Domain	Shaking the Fake: Detecting Deepfake Videos in Real Time via Active Probes	-
2024	arXiv	Data Driven	Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection	-
2024	arXiv	Multi-Modal	Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach	-
2024	arXiv	Space Domain	Open-Set Deepfake Detection: A Parameter-Efficient Adaptation Method with Forgery Style Mixture	-
2024	arXiv	Space Domain	UniForensics: Face Forgery Detection via General Facial Representation	-
2024	arXiv	Benchmark	DF40: Toward Next-Generation Deepfake Detection	-
2024	arXiv	Space Domain	Adversarial Magnification to Deceive Deepfake Detection through Super Resolution	Code
2024	arXiv	Space Domain	In Anticipation of Perfect Deepfake: Identity-anchored Artifact-agnostic Detection under Rebalanced Deepfake Detection Protocol	Code
2024	arXiv	Time Domain	Lips Are Lying: Spotting the Temporal Inconsistency between Audio and Visual in Lip-Syncing DeepFakes	Code
2024	arXiv	Frequency Domain	FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge	-
2024	arXiv	Space Domain	MoE-FFD: Mixture of Experts for Generalized and Parameter-Efficient Face Forgery Detection	-
2024	arXiv	Multi-Modal	Towards More General Video-based Deepfake Detection through Facial Feature Guided Adaptation for Foundation Model	-
2024	arXiv	Data Driven	D3: Scaling Up Deepfake Detection by Learning from Discrepancy	-
2024	arXiv	Space Domain	Band-Attention Modulated RetNet for Face Forgery Detection	-
2024	arXiv	Space Domain	Diffusion Facial Forgery Detection	-
2024	arXiv	Space Domain	Masked Conditional Diffusion Model for Enhancing Deepfake Detection	-
2024	arXiv	Data Driven	Towards General Deepfake Detection with Dynamic Curriculum	-
2024	IJIS	Multi-Modal	Deepfake Detection Based on the Adaptive Fusion of Spatial-Frequency Features	-
2024	NN	Space Domain	Towards generalizable face forgery detection via mitigating spurious correlation	-
2024	ACM MM	Other	LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks	-
2024	ACM MM	Multi-Modal	Vigo: Audiovisual Fake Detection and Segment Localization	-
2024	ACM MM	Multi-Modal	Building Robust Video-Level Deepfake Detection via Audio-Visual Local-Global Interactions	-
2024	NIPS	Data Driven	DiffusionFake: Enhancing Generalization in Deepfake Detection via Guided Stable Diffusion	Code
2024	NIPS	Other	A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense Reasoning	Code
2024	ICIP	Space Domain	Deepfake Detection Via Separable Self-Consistency Learning	-
2024	ICIP	Space Domain	Deepfake Detection With Combined Unsupervised-Supervised Contrastive Learning	-
2024	CVPR	Data Driven	Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake Detection	-
2024	CVPR	Space Domain	Rethinking the Up-Sampling Operations in CNN-based Generative Network for Generalizable Deepfake Detection	Code
2024	CVPR	Space Domain	PUDD: Towards Robust Multi-modal Prototype-based Deepfake Detection	-
2024	CVPR	Space Domain	Faster Than Lies: Real-time Deepfake Detection using Binary Neural Networks	Code
2024	CVPR	Space Domain	Exploiting Style Latent Flows for Generalizing Deepfake Video Detection	-
2024	CVPR	Multi-Modal	AVFF: Audio-Visual Feature Fusion for Video Deepfake Detection	-
2024	CVPR	Space Domain	LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection	Code
2024	CVPR	Time Domain	Temporal Surface Frame Anomalies for Deepfake Video Detection	-
2024	IJCV	Frequency Domain	Test-time Forgery Detection with Spatial-Frequency Prompt Learning	-
2024	IJCV	Frequency Domain	WATCHER: Wavelet-Guided Texture-Content Hierarchical Relation Learning for Deepfake Detection	-
2024	IJCV	Frequency Domain	SA3WT: Adaptive Wavelet-Based Transformer with Self-Paced Auto Augmentation for Face Forgery Detection	-
2024	ICME	Space Domain	Counterfactual Explanations for Face Forgery Detection via Adversarial Removal of Artifacts	Code
2024	TPAMI	Multi-Modal	Detecting and Grounding Multi-Modal Media Manipulation and Beyond	Code
2024	TMM	Space Domain	IEIRNet: Inconsistency Exploiting Based Identity Rectification for Face Forgery Detection	-
2024	ICASSP	Multi-Modal	Exploiting Modality-Specific Features for Multi-Modal Manipulation Detection and Grounding	-
2024	ICASSP	Space Domain	Selective Domain-Invariant Feature for Generalizable Deepfake Detection	-
2024	ICASSP	Data Driven	Adapter-Based Incremental Learning for Face Forgery Detection	-
2024	MMM	Space Domain	Face Forgery Detection via Texture and Saliency Enhancement	-
2024	MMM	Space Domain	Adapting Pretrained Large-Scale Vision Models for Face Forgery Detection	-
2024	TIFS	Other	Improving Generalization of Deepfake Detectors by Imposing Gradient Regularization	-
2024	TIFS	Space Domain	Learning to Discover Forgery Cues for Face Forgery Detection	-
2024	TIFS	Time Domain	Where Deepfakes Gaze at? Spatial-Temporal Gaze Inconsistency Analysis for Video Face Forgery Detection	Code
2024	IJCV	Time Domain	Learning Spatiotemporal Inconsistency via Thumbnail Layout for Face Deepfake Detection	Code
2024	NAACL	Time Domain	Heterogeneity over Homogeneity: Investigating Multilingual Speech Pre-Trained Models for Detecting Audio Deepfake	-
2024	CVPR	Time Domain	Exploiting Style Latent Flows for Generalizing Deepfake Detection Video Detection	-
2024	AAAI	Frequency Domain	Frequency-Aware Deepfake Detection: Improving Generalizability through Frequency Space Domain Learning	Code
2024	AAAI	Space Domain	Exposing the Deception: Uncovering More Forgery Clues for Deepfake Detection	Code
2024	WACV	Space Domain	Deepfake Detection by Exploiting Surface Anomalies: The SurFake Approach	-
2024	WACV	Time Domain	VideoFACT: Detecting Video Forgeries Using Attention, Scene Context, and Forensic Traces	Code
2024	WACV	Space Domain	Weakly-supervised deepfake localization in diffusion-generated images	Code
2023	arXiv	Time Domain	AV-Lip-Sync+: Leveraging AV-HuBERT to Exploit Multimodal Inconsistency for Video Deepfake Detection	-
2023	CVPR	Data Driven	Implicit Identity Driven Deepfake Face Swapping Detection	-
2023	TMM	Data Driven	Narrowing Domain Gaps with Bridging Samples for Generalized Face Forgery Detection	-
2023	CVPR	Data Driven	Hierarchical Fine-Grained Image Forgery Detection and Localization	Code
2023	CVPR	Time Domain	Learning on Gradients: Generalized Artifacts Representation for GAN-Generated Images Detection	Code
2023	ICCV	Data Driven	Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning	-
2023	ICCV	Data Driven	Quality-Agnostic Deepfake Detection with Intra-model Collaborative Learning	-
2023	TIFS	Frequency Domain	Constructing New Backbone Networks via Space-Frequency Interactive Convolution for Deepfake Detection	Code
2023	ICCV	Data Driven	Controllable Guide-Space for Generalizable Face Forgery Detection	-
2023	AAAI	Space Domain	Noise Based Deepfake Detection via Multi-Head Relative-Interaction	-
2023	TIFS	Time Domain	Dynamic Difference Learning With Spatio–Temporal Correlation for Deepfake Video Detection	-
2023	TIFS	Time Domain	Masked Relation Learning for DeepFake Detection	Code
2023	CVPR	Time Domain	Audio-Visual Person-of-Interest DeepFake Detection	Code
2023	CVPR	Time Domain	Self-Supervised Video Forensics by Audio-Visual Anomaly Detection	Code
2023	Applied Soft Computing	Time Domain	AVFakeNet: A unified end-to-end Dense Swin Transformer deep learning model for audio–visual​ deepfakes detection	-
2023	TCSVT	Time Domain	PVASS-MDD: Predictive Visual-audio Alignment Self-supervision for Multimodal Deepfake Detection	-
2023	TIFS	Time Domain	AVoiD-DF: Audio-Visual Joint Learning for Detecting Deepfake	-
2023	TIFS	Space Domain	Beyond the Prior Forgery Knowledge: Mining Critical Clues for General Face Forgery Detection	Code
2022	TIFS	Space Domain	FakeLocator: Robust Localization of GAN-Based Face Manipulations	-
2022	CVPR	Space Domain	Detecting Deepfakes with Self-Blended Images	Code
2022	CVPR	Space Domain	End-to-End Reconstruction-Classification Learning for Face Forgery Detection	Code
2022	ECCV	Space Domain	Explaining Deepfake Detection by Analysing Image Matching	-
2022	TIFS	Frequency Domain	Hierarchical Frequency-Assisted Interactive Networks for Face Manipulation Detection	-
2022	ICMR	Time Domain	M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection	Code
2022	AAAI	Time Domain	Delving into the Local: Dynamic Inconsistency Learning for DeepFake Video Detection	-
2022	CVPR	Time Domain	Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection	Code
2022	AAAI	Data Driven	FInfer: Frame Inference-Based Deepfake Detection for High-Visual-Quality Videos	-
2021	CVPR	Space Domain	Multi-attentional Deepfake Detection	Code
2021	TPAMI	Space Domain	DeepFake Detection Based on Discrepancies Between Faces and their Context	-
2021	ICCV	Data Driven	Learning Self-Consistency for Deepfake Detection	-
2021	CVPR	Frequency Domain	Frequency-aware Discriminative Feature Learning Supervised by Single-Center Loss for Face Forgery Detection	-
2021	ICCV	Time Domain	Exploring Temporal Coherence for More General Video Face Forgery Detection	Code
2021	CVPR	Time Domain	Lips Don’t Lie: A Generalisable and Robust Approach to Face Forgery Detection	Code
2021	CVPR	Time Domain	Detecting Deep-Fake Videos from Aural and Oral Dynamics	-
2020	IJCAI	Data Driven	FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces	-
2020	CVPR	Space Domain	Global Texture Enhancement for Fake Face Detection in the Wild	Code
2020	CVPR	Data Driven	On the Detection of Digital Face Manipulation	Code
2020	Signal Processing	Space Domain	Identification of Deep Network Generated Images Using Disparities in Color Components	Code
2020	CVPR	Space Domain	Face X-ray for More General Face Forgery Detection	-
2020	ICML	Frequency Domain	Leveraging Frequency Analysis for Deep Fake Image Recognition	Code
2020	ECCV	Frequency Domain	Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues	-
2020	ECCV	Frequency Domain	Two-Branch Recurrent Network for Isolating Deepfakes in Videos	-
2020	ECCV	Space Domain	What makes fake images detectable? Understanding properties that generalize	Code
2019	ICIP	Space Domain	Detection of Fake Images Via The Ensemble of Deep Representations from Multi Color Spaces	-
2019	ICIP	Space Domain	Detecting GAN-Generated Imagery Using Saturation Cues	Code
2019	ICCV	Data Driven	Attributing Fake Images to GANs: Learning and Analyzing GAN Fingerprints	Code
2019	CVPRW	Space Domain	Exposing DeepFake Videos By Detecting Face Warping Artifacts	Code
2019	ICASSP	Time Domain	Exposing deep fakes using inconsistent head poses	-
2019	ICASSP	Space Domain	Capsule-forensics: Using Capsule Networks to Detect Forged Images and Videos	Code
2018	WIFS	Data Driven	In Ictu Oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking	Code

Related Research Domains

Face Super-resolution

Year	Venue	Paper Title	Code
2024	arXiv	Towards Real-world Video Face Restoration: A New Benchmark	Code
2024	arXiv	Efficient Diffusion Model for Image Restoration by Residual Shifting	Code
2024	arXiv	DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior	Code
2024	CVPR	PFStorer: Personalized Face Restoration and Super-Resolution	-
2024	AAAI	ResDiff: Combining CNN and Diffusion Model for Image Super-Resolution	Code
2024	AAAI	Low-Light Face Super-resolution via Illumination, Structure, and Texture Associated Representation	Code
2024	AAAI	SkipDiff: Adaptive Skip Diffusion Model for High-Fidelity Perceptual Image Super-resolution	-
2024	WACV	Arbitrary-Resolution and Arbitrary-Scale Face Super-Resolution With Implicit Representation Networks	-
2024	ICASSP	Adaptive Super Resolution for One-Shot Talking-Head Generation	Code
2023	CVPR	Spatial-Frequency Mutual Learning for Face Super-Resolution	Code
2023	TIP	CTCNet: A CNN-Transformer Cooperation Network for Face Image Super-Resolution	Code
2023	TIP	Semi-Cycled Generative Adversarial Networks for Real-World Face Super-Resolution	Code
2023	TMM	An Efficient Latent Style Guided Transformer-CNN Framework for Face Super-Resolution	Code
2023	TMM	Exploiting Multi-Scale Parallel Self-Attention and Local Variation via Dual-Branch Transformer-CNN Structure for Face Super-Resolution	-
2023	NN	Self-attention learning network for face super-resolution	-
2023	PR	A Composite Network Model for Face Super-Resolution with Multi-Order Head Attention Facial Priors	-
2022	CVPR	GCFSR: A Generative and Controllable Face Super Resolution Method Without Facial and GAN Priors	Code
2022	ECCV	From Face to Natural Image: Learning Real Degradation for Blind Image Super-Resolution	Code
2022	TCSVT	Propagating Facial Prior Knowledge for Multitask Learning in Face Super-Resolution	Code
2022	NN	Multi-level landmark-guided deep network for face super-resolution	Code

Portrait Style Transfer

Year	Venue	Paper Title	Code
2024	arXiv	ToonAging: Face Re-Aging upon Artistic Portrait Style Transfer	-
2024	arXiv	CtlGAN: Few-shot Artistic Portraits Generation with Contrastive Transfer Learning	-
2024	Displays	HiStyle: Reinventing historic portraits via 3D generative model	-
2024	ICASSP	A Framework for Portrait Stylization with Skin-Tone Awareness and Nudity Identification	-
2024	ICASSP	Learning Discriminative Style Representations for Unsupervised and Few-Shot Artistic Portrait Drawing Generation	Code
2024	TMM	Towards High-Quality Photorealistic Image Style Transfer	-
2024	TMM	FaceRefiner: High-Fidelity Facial Texture Refinement with Differentiable Rendering-based Style Transfer	-
2024	CVPR	Deformable One-shot Face Stylization via DINO Semantic Guidancen	Code
2024	AAAI	MagiCapture: High-Resolution Multi-Concept Portrait Customization	-
2024	AAAI	ArtBank: Artistic Style Transfer with Pre-trained Diffusion Model and Implicit Style Prompt Bank	Code
2024	TNNLS	Few-Shot Face Stylization via GAN Prior Distillation	-
2023	arXiv	PP-GAN : Style Transfer from Korean Portraits to ID Photos Using Landmark Extractor with GAN	-
2023	TNNLS	Unpaired Artistic Portrait Style Transfer via Asymmetric Double-Stream GAN	-
2023	CVPR	Inversion-Based Style Transfer With Diffusion Models	Code
2023	ICCV	General Image-to-Image Translation with One-Shot Image Guidance	Code
2023	ACM TOG	A Unified Arbitrary Style Transfer Framework via Adaptive Contrastive Learning	Code
2023	Neurocomputing	Caster: Cartoon style transfer via dynamic cartoon style casting	-
2023	IJCV	Learning Portrait Drawing with Unsupervised Parts	-
2022	CVPR	Pastiche Master: Exemplar-Based High-Resolution Portrait Style Transfer	Code
2022	ACM TOG	VToonify: Controllable High-Resolution Portrait Video Style Transfer	Code
2022	ACM TOG	DCT-net: domain-calibrated translation for portrait stylization	Code
2022	ACM TOG	SofGAN: A Portrait Image Generator with Dynamic Styling	-

Body Animation

Year	Venue	Paper Title	Code
2024	arXiv	Large Motion Model for Unified Multi-Modal Motion Generation	Code
2024	arXiv	Champ: Controllable and Consistent Human Image Animation with 3D Parametric Guidance	Code
2024	AAAI	PTUS: Photo-Realistic Talking Upper-Body Synthesis via 3D-Aware Motion Decomposition Warping	Code
2024	CVPR	Emotional Speech-driven 3D Body Animation via Disentangled Latent Diffusion	Code
2024	CVPR	DISCO: Disentangled Control for Realistic Human Dance Generation	Code
2024	CVPR	MagicAnimate: Temporally Consistent Human Image Animation using Diffusion Model	Code
2024	CVPR	GaussianAvatar: Towards Realistic Human Avatar Modeling from a Single Video via Animatable 3D Gaussians	Code
2023	arXiv	TADA! Text to Animatable Digital Avatars	Code
2023	WACV	Physically Plausible Animation of Human Upper Body From a Single Image	-
2023	ICCV	Towards Multi-Layered 3D Garments Animation	Code
2023	ICCV	Make-An-Animation: Large-Scale Text-conditional 3D Human Motion Generation	Code
2023	CVPR	Learning anchor transformations for 3d garment animation	-
2022	IJCAI	Text/Speech-Driven Full-Body Animation	Code
2022	SIGGRAPH	Capturing and Animation of Body and Clothing from Monocular Video	-
2022	NeurIPS	CageNeRF: Cage-based Neural Radiance Field for Generalized 3D Deformation and Animation	Code

Makeup Transfer

Year	Venue	Paper Title	Code
2024	arXiv	Gorgeous: Create Your Desired Character Facial Makeup from Any Ideas	Code
2024	arXiv	Toward Tiny and High-quality Facial Makeup with Data Amplify Learning	Code
2024	arXiv	Stable-Makeup: When Real-World Makeup Transfer Meets Diffusion Model	-
2024	CVPR	Makeup Prior Models for 3D Facial Makeup Estimation and Applications	Code
2024	ESWA	ISFB-GAN: Interpretable semantic face beautification with generative adversarial network	-
2024	TVCG	MuNeRF: Robust Makeup Transfer in Neural Radiance Fields	-
2024	ICASSP	Skin tone disentanglement in 2D makeup transfer with graph neural networks	-
2024	WACV	LipAT: Beyond Style Transfer for Controllable Neural Simulation of Lipstick Using Cosmetic Attributes	-
2023	arXiv	SARA: Controllable Makeup Transfer with Spatial Alignment and Region-Adaptive Normalization	-
2023	TNNLS	SSAT++: A Semantic-Aware and Versatile Makeup Transfer Network With Local Color Consistency Constraint	Code
2023	CVPR	BeautyREC: Robust, Efficient, and Component-Specific Makeup Transfer	Code
2023	TCSVT	Hybrid Transformers with Attention-guided Spatial Embeddings for Makeup Transfer and Removal	-
2022	ICCV	EleGANt: Exquisite and Locally Editable GAN for Makeup Transfer	Code
2022	AAAI	SSAT: A Symmetric Semantic-Aware Transformer Network for Makeup Transfer and Removal	Code
2022	Knowledge-Based Systems	TSEV-GAN: Generative Adversarial Networks with Target-aware Style Encoding and Verification for facial makeup transfer	-
2022	Knowledge-Based Systems	CUMTGAN: An instance-level controllable U-Net GAN for facial makeup transfer	-
2021	CVPR	Lipstick ain’t enough: beyond color matching for in-the-wild makeup	Code
2021	T-PAMI	Psgan++: Robust detail-preserving makeup transfer and removal	Code
2020	CVPR	PSGAN: Pose and Expression Robust Spatial-Aware GAN for Customizable Makeup Transfer	Code
2019	CVPR	Beautyglow : On-demand makeup transfer framework with reversible generative network	Code
2019	ICCV	Ladn: Local adversarial disentangling network for facial makeup and de-makeup	Code
2018	ACM MM	BeautyGAN: Instance-level Facial Makeup Transfer with Deep Generative Adversarial Network	Code
2018	CVPR	Pairedcyclegan: Asymmetric style transfer for applying and removing makeup	-
2017	AAAI	Examples-rules guided deep neural network for makeup recommendation	-

Cite The Survey

If you find our survey and repository useful for your research project, please consider citing our paper:

@article{pei2024deepfake,
  title={Deepfake generation and detection: A benchmark and survey},
  author={Pei, Gan and Zhang, Jiangning and Hu, Menghan and Zhai, Guangtao and Wang, Chengjie and Zhang, Zhenyu and Yang, Jian and Shen, Chunhua and Tao, Dacheng},
  journal={arXiv preprint arXiv:2403.17881},
  year={2024}
}

Contact

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