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Gan Pei 1* . Jiangning Zhang 2* . Menghan Hu1# . Zhenyu Zhang3 . Chengjie Wang4 . Yunsheng Wu4.

Guangtao Zhai5 . Jian Yang3 . Dacheng Tao6

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

ACM Computing Surveys 2026

arXiv PDF

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

Methods: A Survey

Face Swapping

Year Venue Category Paper Title Code
2025 arXiv Difussion DreamID: High-Fidelity and Fast diffusion-based Face Swapping via Triplet ID Group Learning Code
2025 arXiv Difussion High-Fidelity Diffusion Face Swapping with ID-Constrained Facial Conditioning -
2025 KBS GANs FDC-Swap: An efficient face swapping framework based on feature disentangling consistency Code
2025 ICCV Difussion DynamicFace: High-Quality and Consistent Video Face Swapping using Composable 3D Facial Priors Code
2025 CVM GANs LDSwap: A Semantic-Related Latent Code Disentangling Method in StyleSpace Towards High-Resolution Face Swapping -
2025 PR Difussion DiffFace: Diffusion-based Face Swapping with Facial Guidance Code
2025 CVPR Difussion Hallo3: Highly Dynamic and Realistic Portrait Image Animation with Video Diffusion Transformer Code
2025 CVPR Difussion Zero-Shot Head Swapping in Real-World Scenarios -
2025 ESWA Difussion Ueco: Unified editing chain for efficient appearance transfer with multimodality-guided diffusion -
2025 WACV Difussion Realistic and Efficient Face Swapping: A Unified Approach with Diffusion Models Code
2025 WACV GANs PixSwap: High-Resolution Face Swapping for Effective Reflection of Identity via Pixel-Level Supervision with Synthetic Paired Dataset -
2024 arXiv Diffusion HiFiVFS: High Fidelity Video Face Swapping -
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 Code
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 NeurIPS Diffusion FuseAnyPart: Diffusion-Driven Facial Parts Swapping via Multiple Reference Images Code
2024 NeurIPS Diffusion FuseAnyPart: Diffusion-Driven Facial Parts Swapping via Multiple Reference Images Code
2024 ECCV VAEs SelfSwapper: Self-Supervised Face Swapping via Shape Agnostic Masked AutoEncoder -
2024 ACM MM VAEs CodeSwap: Symmetrically Face Swapping Based on Prior Codebook -
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 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
2025 arXiv MagicPortrait: Temporally Consistent Face Reenactment with 3D Geometric Guidance Code
2025 arXiv SkyReels-A1: Expressive Portrait Animation in Video Diffusion Transformers Code
2025 arXiv GHOST 2.0: Generative High-fidelity One Shot Transfer of Heads Code
2025 arXiv Audio-visual Controlled Video Diffusion with Masked Selective State Spaces Modeling for Natural Talking Head Generation Code
2025 ICLR X-NeMo: Expressive Neural Motion Reenactment via Disentangled Latent Attention Code
2025 IJCV UniFace++: Revisiting a Unified Framework for Face Reenactment and Swapping via 3D Priors -
2025 WACV Anchored Diffusion for Video Face Reenactment -
2025 WACV Learning Online Scale Transformation for Talking Head Video Generation -
2025 ICASSP One-Shot Face Avatar Generation in a Single Forward Pass with Identity Preservation -
2025 ICASSP Learning Semantic Facial Descriptors for Accurate Face Animation -
2025 ICCV Superior and Pragmatic Talking Face Generation with Teacher-Student Framework Code
2025 FG DiffusionAct: Controllable Diffusion Autoencoder for One-shot Face Reenactment Code
2025 ICASSP SmartNet: One-shot Talking Head Synthesis via Subtle Motion and Appearance Compensation -
2025 IJCV UniFace++: Revisiting a Unified Framework for Face Reenactment and Swapping via 3D Priors -
2025 PR Maskrenderer: 3D-infused multi-mask realistic face reenactment -
2024 arXiv MIMAFace: Face Animation via Motion-Identity Modulated Appearance Feature Learning Code
2024 arXiv LivePortrait: Efficient Portrait Animation with Stitching and Retargeting Control Code
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 WACV Anchored Diffusion for Video Face Reenactment -
2024 ECCV Learning to generate conditional tri-plane for 3d-aware expression controllable portrait animation Code
2024 SIGRRAPH Follow-Your-Emoji: Fine-Controllable and Expressive Freestyle Portrait Animation 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 arXiv Audio MAGIC-Talk: Motion-aware Audio-Driven Talking Face Generation with Customizable Identity Control -
2025 arXiv Audio MoEE: Mixture of Emotion Experts for Audio-Driven Portrait Animation -
2025 arXiv Audio FREAK: Frequency-modulated High-fidelity and Real-time Audio-driven Talking Portrait Synthesis -
2025 arXiv Multimodal MagicInfinite: Generating Infinite Talking Videos with Your Words and Voice Code
2025 arXiv Audio StyleSpeaker: Audio-Enhanced Fine-Grained Style Modeling for Speech-Driven 3D Facial Animation -
2025 arXiv Diffusion Unlock Pose Diversity: Accurate and Efficient Implicit Keypoint-based Spatiotemporal Diffusion for Audio-driven Talking Portrait Code
2025 arXiv Diffusion DisentTalk: Cross-lingual Talking Face Generation via Semantic Disentangled Diffusion Model Code
2025 arXiv Diffusion EMO2: End-Effector Guided Audio-Driven Avatar Video Generation -
2025 arXiv Diffusion Long-Term TalkingFace Generation via Motion-Prior Conditional Diffusion Model -
2025 arXiv 3D Model EmoTalkingGaussian: Continuous Emotion-conditioned Talking Head Synthesis -
2025 arXiv 3D Model SyncAnimation: A Real-Time End-to-End Framework for Audio-Driven Human Pose and Talking Head Animation Code
2025 arXiv 3D Model PC-Talk: Precise Facial Animation Control for Audio-Driven Talking Face Generation -
2025 AAAI Diffusion MoDiTalker: Motion-Disentangled Diffusion Model for High-Fidelity Talking Head Generation -
2025 WACV Audio EmoVOCA: Speech-Driven Emotional 3D Talking Heads -
2025 ICPR Audio StableTalk: Advancing Audio-to-Talking Face Generation with Stable Diffusion and Vision Transformer -
2025 ICCV Audio FLOAT: Generative Motion Latent Flow Matching for Audio-driven Talking Portrait Code
2025 ICCV Audio DGTalker:Disentangled Generative Latent Space Learning for Audio-Driven Gaussian Talking Heads Code
2025 TMM Multimodal AdaMesh: Personalized Facial Expressions and Head Poses for Adaptive Speech-Driven 3D Facial Animation Code
2025 CVPR Diffusion EmotiveTalk: Expressive Talking Head Generation through Audio Information Decoupling and Emotional Video Diffusion Code
2025 CVPR 3D Model InsTaG: Learning Personalized 3D Talking Head from Few-Second Video Code
2025 CVPR Audio Towards High-fidelity 3D Talking Avatar with Personalized Dynamic Texture Code
2025 CVPR Audio VLOGGER: Multimodal Diffusion for Embodied Avatar Synthesis Code
2025 CVPR Audio KeyFace: Expressive Audio-Driven Facial Animation for Long Sequences via KeyFrame Interpolation -
2025 ICME Diffusion DiffusionTalker: Efficient and Compact Speech-Driven 3D Talking Head via Personalizer-Guided Distillation Code
2025 NIPS 3D Model MimicTalk: Mimicking a personalized and expressive 3D talking face in minutes Code
2025 ICASSP Audio Identity-Preserving Video Dubbing Using Motion Warping -
2025 ICASSP Audio SPEAK: Speech-Driven Pose and Emotion-Adjustable Talking Head Generation Code
2025 ICASSP Audio SwapTalk: Audio-Driven Talking Face Generation with One-Shot Customization in Latent Space Code
2025 ICASSP 3D Model DEGSTalk: Decomposed Per-Embedding Gaussian Fields for Hair-Preserving Talking Face Synthesis Code
2025 ICASSP 3D Model NeRF-3DTalker: Neural Radiance Field with 3D Prior Aided Audio Disentanglement for Talking Head Synthesis 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 UniAvatar: Taming Lifelike Audio-Driven Talking Head Generation with Comprehensive Motion and Lighting Control -
2024 arXiv Diffusion LatentSync: Audio Conditioned Latent Diffusion Models for Lip Sync -
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 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 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 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 RealTalk: Real-time and Realistic Audio-driven Face Generation with 3D Facial Prior-guided Identity Alignment Network -
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 3D Model NeRFFaceSpeech: One-shot Audio-driven 3D Talking Head Synthesis via Generative Prior Code
2024 arXiv 3D Model GSTalker: Real-time Audio-Driven Talking Face Generation via Deformable Gaussian Splatting -
2024 arXiv 3D Model GaussianTalker: Speaker-specific Talking Head Synthesis via 3D Gaussian Splatting 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 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 Diffusion -
2024 PRICAI 3D Model NLDF: Neural Light Dynamic Fields for Efficient 3D Talking Head Generation -
2024 ICME Audio Audio-driven High-resolution Seamless Talking Head Video Editing via StyleGAN -
2024 TVCG 3D Model Learn2Talk: 3D Talking Face Learns from 2D Talking Face Code
2024 FG 3D Model Embedded Representation Learning Network for Animating Styled Video Portrait -
2024 ECCV Audio Emote Portrait Alive: Generating Expressive Portrait Videos with Audio2Video Diffusion Model under Weak Conditions Code
2024 TCSVT Multimodal Multimodal Emotional Talking Face Generation based on Action Units -
2024 TVCG Audio Pose-aware 3D talking face synthesis using geometry-guided audio-vertices attention Code
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 Audio AniTalker: Animate Vivid and Diverse Talking Faces through Identity-Decoupled Facial Motion Encoding 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 GANs 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
2025 arXiv Diffusion EmojiDiff: Advanced Facial Expression Control with High Identity Preservation in Portrait Generation -
2025 arXiv Diffusion Towards Consistent and Controllable Image Synthesis for Face Editing Code
2025 arXiv GANs SelfAge: Personalized Facial Age Transformation Using Self-reference Images Code
2025 arXiv Diffusion MagicFace: High-Fidelity Facial Expression Editing with Action-Unit Control Code
2025 ESWA GANs LoopNet for fine-grained fashion attributes 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
2026 WACV Space Domain Deepfake Detection that Generalizes Across Benchmarks Code
2025 arXiv Multi-Modal Unlocking the Hidden Potential of CLIP in Generalizable Deepfake Detection Code
2025 arXiv Space Domain From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes -
2025 arXiv Space Domain Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector -
2025 arXiv Space Domain Unmasking the Unknown: Facial Deepfake Detection in the Open-Set Paradigm -
2025 PR Space Domain DSM: Domain Shift Modeling for general deepfake detection -
2025 Signal Processing Space Domain DSM: Domain Shift Modeling for general deepfake detection -
2025 TCSVT Space Domain LGDF-Net: Local and Global Feature Based Dual-Branch Fusion Networks for Deepfake Detection -
2025 Neurocomputing Multi-Modal A spatio-frequency cross fusion model for deepfake detection and segmentation -
2025 PR Space Domain Real face foundation representation learning for generalized deepfake detection -
2025 IJCV Space Domain DeepFake-Adapter: Dual-Level Adapter for DeepFake Detection -
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 -
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{pei2026deepfake,
author = {Pei, Gan and Zhang, Jiangning and Hu, Menghan and Zhang, Zhenyu and Wang, Chengjie and Wu, Yunsheng and Zhai, Guangtao and Yang, Jian and Tao, Dacheng},
title = {Deepfake Generation and Detection: A Benchmark and Survey},
year = {2026},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
issn = {0360-0300},
url = {https://doi.org/10.1145/3801962},
doi = {10.1145/3801962},
note = {Just Accepted},
journal = {ACM Computing Surveys}
}

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186368@zju.edu.cn

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[CSUR 2026] A Survey on Deepfake Generation and Detection

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