Face-Forgery-Generation-and-Detection-Ovewview

A curated list of articles and codes related to face forgery generation and detection. This project is based on clpeng/Awesome-Face-Forgery-Generation-and-Detection

The articles in this list are not all, please remind me to add.

Target-specific Face Forgery
- Face Swap
- Face Manipulation
Target-generic Face Forgery
Face Forgery Detection
Databases
Survey

Target-specific Face Forgery

Face Swap

deepfakes/faceswap (Github) [Code]
iperov/DeepFaceLab (Github) [Paper] [Code]
Fast face-swap using convolutional neural networks (2017 ICCV) [Paper]
On face segmentation, face swapping, and face perception (2018 FG) [Paper] [Code]
RSGAN: face swapping and editing using face and hair representation in latent spaces (2018 arXiv) [Paper]
FSNet: An identity-aware generative model for image-based face swapping (2018 ACCV) [Paper]
Towards open-set identity preserving face synthesis (2018 CVPR) [Paper]
FSGAN: Subject Agnostic Face Swapping and Reenactment (2019 ICCV) [Paper]
Deepfakes for Medical Video De-Identification: Privacy Protection and Diagnostic Information Preservation (202003 arXiv) [Paper]
Advancing High Fidelity Identity Swapping for Forgery Detection (2020 CVPR) [Paper] [arXiv version]
SimSwap: An Efficient Framework For High Fidelity Face Swapping (2020 ACMMM) [Paper] [Code]
Using GANs to Synthesise Minimum Training Data for Deepfake Generation (202011 arXiv) [Paper]
FaceInpainter: High Fidelity Face Adaptation to Heterogeneous Domains (2021 CVPR) [Paper]
One Shot Face Swapping on Megapixels (2021 CVPR) [Paper] [Code]
Detecting Deep-Fake Videos from Aural and Oral Dynamics (2021 CVPRW) [Paper]
HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face Swapping (2021 IJCAI) [Paper] [Code] [Project]
ShapeEditer: a StyleGAN Encoder for Face Swapping (202106 arXiv) [Paper]

Face Manipulation

Attribute Manipulation

Learning residual images for face attribute manipulation (2017 CVPR) [Paper] [Code]
Fader networks: Manipulating images by sliding attributes (2017 NIPS) [Paper] [Code]
StarGAN: Unified generative adversarial networks for multi-domain image-to-image translation (2018 CVPR) [Paper] [Code]
Facelet-Bank for Fast Portrait Manipulation (2018 CVPR) [Paper] [Code]
Glow: Generative flow with invertible 1x1 convolutions (2018 NIPS) [Paper] [Code]
Mask-aware Photorealistic Face Attribute Manipulation (2018 arXiv) [Paper]
Sparsely Grouped Multi-Task Generative Adversarial Networks for Facial Attribute Manipulation (2018 ACMMM) [Paper] [Code]
AttGAN: Facial attribute editing by only changing what you want (2019 TIP) [Paper] [Code]
STGAN: A unified selective transfer network for arbitrary image attribute editing (2019 CVPR) [Paper] [Code]
Semantic component decomposition for face attribute manipulation (2019 CVPR) [Paper] [Code]
Make a Face: Towards Arbitrary High Fidelity Face Manipulation (2019 ICCV) [Paper]
Towards Automatic Face-to-Face Translation (2019 ACMMM) [Paper]
MulGAN: Facial Attribute Editing by Exemplar (2019 arXiv) [Paper]
MaskGAN: Towards Diverse and Interactive Facial Image Manipulation (2019 arXiv) [Paper] [Code]
PuppetGAN: Cross-Domain Image Manipulation by Demonstration (2019 ICCV) [Paper]
StarGAN v2: Diverse Image Synthesis for Multiple Domains (2020 CVPR) [Paper] [Code]
Fine-Grained Expression Manipulation via Structured Latent Space (202004 arXiv) [Paper]
Towards Photo-Realistic Facial Expression Manipulation (2020 IJCV) [Paper]
FaceController: Controllable Attribute Editing for Face in the Wild (2021 AAAI) [Paper]
High-Fidelity and Arbitrary Face Editing (2021 CVPR) [Paper] [Code]
HistoGAN: Controlling Colors of GAN-Generated and Real Images via Color Histograms (2021 CVPR) [Paper] [Code]
High Fidelity Face Manipulation with Extreme Poses and Expressions (2021 TIFS) [Paper]
Cross-Domain and Disentangled Face Manipulation with 3D Guidance (202104 arXiv) [Paper] [Code]
Transforming the Latent Space of StyleGAN for Real Face Editing (202105 arXiv) [Paper] [Code]

Expression Reenactment

Real-time expression transfer for facial reenactment (2015 TOG) [Paper]
Face2face: Real-time face capture and reenactment of RGB videos (2016 CVPR) [Paper]
ReenactGAN: Learning to reenact faces via boundary transfer (2018 ECCV) [Paper] [Code]
HeadOn: Real-time Reenactment of Human Portrait Videos (2018 TOG) [Paper]
Deep video portraits (2018 TOG) [Paper]
ExprGAN: Facial expression editing with controllable expression intensity (2018 AAAI) [Paper] [Code]
Geometry guided adversarial facial expression synthesis (2018 ACMMM) [Paper]
GANimation: Anatomically-aware facial animation from a single image (2018 ECCV) [Paper] [Code]
Generating Photorealistic Facial Expressions in Dyadic Interactions (2018 BMVC) [Paper]
Dynamic Facial Expression Generation on Hilbert Hypersphere with Conditional Wasserstein Generative Adversarial Nets (2019 arXiv) [Paper]
3D guided fine-grained face manipulation (2019 CVPR) [Paper]
Few-shot adversarial learning of realistic neural talking head models (2019 ICCV) [Paper] [Code1] [Code2] [Code3]
Deferred Neural Rendering: Image Synthesis using Neural Textures (2019 TOG) [Paper] [Code]
MarioNETte: Few-shot Face Reenactment Preserving Identity of Unseen Targets (2019 arXiv) [Paper]
Unconstrained Facial Expression Transfer using Style-based Generator (2019 arXiv) [Paper]
ICface: Interpretable and Controllable Face Reenactment Using GANs (2020 WACV) [Paper] [Code]
Realistic Face Reenactment via Self-Supervised Disentangling of Identity and Pose (202003 arXiv) [Paper]
APB2Face: Audio-guided face reenactment with auxiliary pose and blink signals (202004 arXiv) [Paper]
One-Shot Identity-Preserving Portrait Reenactment (202004 arXiv) [Paper]
FReeNet: Multi-Identity Face Reenactment (2020 CVPR) [Paper] [Code]
Learning Identity-Invariant Motion Representations for Cross-ID Face Reenactment (2020 CVPR) [Paper]
FaR-GAN for One-Shot Face Reenactment (202005 arXiv) [Paper]
ReenactNet: Real-time Full Head Reenactment (202006 arXiv) [Paper]
APB2FaceV2: Real-Time Audio-Guided Multi-Face Reenactment (202010 arXiv) [Paper] [Code]
Realistic Talking Face Synthesis With Geometry-Aware Feature Transformation (2020 ICIP) [Paper]
Mesh Guided One-shot Face Reenactment using Graph Convolutional Networks (2020 ACMMM) [Paper]
Neural Head Reenactment with Latent Pose Descriptors (2020 CVPR) [Paper] [Code]
Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars (2020 CVPR) [Paper] [Code]
FACEGAN: Facial Attribute Controllable rEenactment GAN (2021 WACV) [Paper] [Code]
One-Shot Free-View Neural Talking-Head Synthesis for Video Conferencing (2021 CVPR) [Paper] [Code]
One-shot Face Reenactment Using Appearance Adaptive Normalization (2021 AAAI) [Paper]
Pareidolia Face Reenactment (2021 CVPR) [Paper] [Code]
Everything's Talkin': Pareidolia Face Reenactment (2021 CVPR) [Paper]
LI-Net: Large-Pose Identity-Preserving Face Reenactment Network (2021 ICME) [Paper]

Cross-modality Manipulation

Synthesizing Obama: learning lip sync from audio (2017 TOG) [Paper] [Code]
Face synthesis from visual attributes via sketch using conditional VAEsand GANs (2017 arXiv) [Paper]
GP-GAN: Gender Preserving GAN for Synthesizing Faces from Landmarks (2018 ICPR) [Paper]
Speech2Face: Learning the Face Behind a Voice (2019 CVPR) [Paper]
Face Reconstruction from Voice using Generative Adversarial Networks (2019 NIPS) [Paper]
Neural Voice Puppetry: Audio-driven Facial Reenactment (2019 arXiv) [Paper]
Realistic Speech-Driven Facial Animation with GANs (2019 IJCV) [Paper]
You said that?: Synthesising talking faces from audio (2019 IJCV) [Paper]
Text-based editing of talking-head video (2019 TOG) [Paper]
FTGAN: A Fully-trained Generative Adversarial Networks for Text to Face Generation (2019 arXiv) [Paper]
Everybody’s Talkin’: Let Me Talk as You Want (202001 arXiv) [Paper]
Identity-Preserving Realistic Talking Face Generation (202005 arXiv) [Paper]
Talking-head Generation with Rhythmic Head Motion (2020 ECCV) [Paper] [Code]
FLNet: Landmark Driven Fetching and Learning Network for Faithful Talking Facial Animation Synthesis (2020 AAAI) [Paper] [Code]
A Lip Sync Expert Is All You Need for Speech to Lip Generation In The Wild (2020 ACMMM) [Paper] [Code]
Talking Face Generation with Expression-Tailored Generative Adversarial Network (2020 ACMMM) [Paper]
From Inference to Generation: End-to-end Fully Self-supervised Generation of Human Face from Speech (2020 ICLR) [Paper]
Arbitrary Talking Face Generation via Attentional Audio-Visual Coherence Learning (2020 IJCAI) [Paper]
MakeItTalk: Speaker-Aware Talking-Head Animation (2020 Siggraph Asia) [Paper] [Code]
Facial Keypoint Sequence Generation from Audio (202011 arXiv) [Paper]
LandmarkGAN: Synthesizing Faces from Landmarks (202011 arXiv) [Paper]
Stochastic Talking Face Generation Using Latent Distribution Matching (202011 arXiv) [Paper]
StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery (202103 arXiv) [Paper] [Code]
TediGAN: Text-Guided Diverse Face Image Generation and Manipulation (2021 CVPR) [Paper] [Code]
Pose-Controllable Talking Face Generation by Implicitly Modularized Audio-Visual Representation (2021 CVPR) [Paper] [Code]
Talk-to-Edit: Fine-Grained Facial Editing via Dialog (2021 ICCV) [Paper] [Code]
Text2Video: Text-driven Talking-head Video Synthesis with Personalized Phoneme-Pose Dictionary (202104 arXiv) [Paper] [Code]
Controlled AutoEncoders to Generate Faces from Voices (202107 arXiv) [Paper]

Target-generic Face Forgery (Representative)

Generative Adversarial Nets (2014 NIPS) [Paper] [Code]
Unsupervised representation learning with deep convolutional generative adversarial networks (2016 ICLR) [Paper] [Code]
Progressive growing of GANs for improved quality, stability, and variation (2018 ICLR) [Paper] [Code]
Spectral normalization for generative adversarial networks (2018 ICLR) [Paper] [Code] [Code]
Self-attention generative adversarial networks (2018 arXiv) [Paper] [Code]
A Style-Based Generator Architecture for Generative Adversarial Networks (2019 CVPR) [Paper] [Code]
Large Scale GAN Training for High Fidelity Natural Image Synthesis (2019 ICLR) [Paper] [Code1] [Code2]
Analyzing and improving the image quality of StyleGAN (2019 arXiv) [Paper] [Code1] [Code2]
One-Shot Domain Adaptation For Face Generation (202003 arXiv) [Paper]
(ALAE) Adversarial Latent Autoencoders (2020 CVPR) [Paper] [Code]
(CUT) Contrastive Learning for Unpaired Image-to-Image Translation (2020 ECCV) [Paper] [Code]

Face Forgery Detection

Spatial Clue for Detection

Automated face swapping and its detection (2017 ICSIP) [Paper]
Two-stream neural networks for tampered face detection (2017 CVPRW) [Paper]
Can Forensic Detectors Identify GAN Generated Images? (2018 APSIPA) [Paper]
Deepfakes: a new threat to face recognition? assessment and detection (2018 arXiv) [Paper]
Detection of Deep Network Generated Images Using Disparities in Color Components (2018 arXiv) [Paper] [Code]
Fake Faces Identification via Convolutional Neural Network (2018 IH&MMSec) [Paper]
Learning to detect fake face images in the wild (2018 IS3C) [Paper] [Code]
Detecting Both Machine and Human Created Fake Face Images In the Wild (2018 MPS) [Paper]
Detection of Deepfake Video Manipulation (2018 IMVIP) [Paper]
Secure detection of image manipulation by means of random feature selection (2019 TIFS) [Paper]
Exploiting Human Social Cognition for the Detection of Fake and Fraudulent Faces via Memory Networks (2019 arXiv) [Paper]
Swapped Face Detection using Deep Learning and Subjective Assessment (2019 arXiv) [Paper]
Detection of Fake Images Via The Ensemble of Deep Representations from Multi Color Spaces (2019 ICIP) [Paper]
Detection GAN-Generated Imagery Using Saturation Cues (2019 ICIP) [Paper]
Detecting GAN generated fake images using co-occurrence matrices (2019 Electronic Imaging) [Paper]
Exposing DeepFake Videos By Detecting Face Warping Artifacts (2019 CVPRW) [Paper] [Code]
Exposing GAN-synthesized Faces Using Landmark Locations (2019 arXiv) [Paper]
Exploiting Visual Artifacts to Expose Deepfakes and Face Manipulations (2019 WACVW) [Paper] [Code]
Detecting and Simulating Artifacts in GAN Fake Images (2019 WIFS) [Paper] [Code]
On the detection of digital face manipulation (2019 arXiv) [Paper]
On the generalization of GAN image forensics (2019 CCBR) [Paper]
Unmasking DeepFakes with simple Features (2019 arXiv) [Paper] [Code]
Face image manipulation detection based on a convolutional neural network (2019 ESWA) [Paper]
Do GANs leave artificial fingerprints? (2019 MIPR) [Paper]
Attributing fake images to GANs: Learning and analyzing GAN fingerprints (2019 ICCV) [Paper] [Code]
Multi-task learning for detecting and segmenting manipulated facial images and videos (2019 BTAS) [Paper] [Code]
Poster: Towards Robust Open-World Detection of Deepfakes (2019 CCS) [Paper]
Extracting deep local features to detect manipulated images of human faces (2019 arXiv) [Paper]
Zooming into Face Forensics: A Pixel-level Analysis (2019 arXiv) [Paper]
Fakespotter: A simple baseline for spotting ai-synthesized fake faces (2019 arXiv) [Paper]
Capsule-forensics: Using capsule networks to detect forged images and videos (2019 ICASSP) [Paper] [Code]
Use of a Capsule Network to Detect Fake Images and Videos (2019 arXiv) [Paper] [Code]
Deep Fake Image Detection based on Pairwise Learning (2020 Applied Science) [Paper]
Detecting Face2Face Facial Reenactment in Videos (2020 WACV) [Paper]
FakeLocator: Robust Localization of GAN-Based Face Manipulations via Semantic Segmentation Networks with Bells and Whistles (2020 arXiv) [Paper]
FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network (2020 arXiv) [Paper] [Code]
Global Texture Enhancement for Fake Face Detection in the Wild (2020 arXiv) [Paper]
Detecting Deepfakes with Metric Learning (202003 arXiv) [Paper]
Fake Generated Painting Detection via Frequency Analysis (202003 arXiv) [Paper]
Leveraging Frequency Analysis for Deep Fake Image Recognition (202003 arXiv) [Paper] [Code]
One-Shot GAN Generated Fake Face Detection (202003 arXiv) [Paper]
DeepFake Detection by Analyzing Convolutional Traces (2020 CVPRW) [Paper] [Website]
DeepFakes Evolution: Analysis of Facial Regions and Fake Detection Performance (202004 arXiv) [Paper]
On the use of Benford's law to detect GAN-generated images (202004 arXiv) [Paper]
Video Face Manipulation Detection Through Ensemble of CNNs (202004 arXiv) [Paper] [Code]
Detecting Forged Facial Videos using convolutional neural network (202005 arXiv) [Paper]
Fake Face Detection via Adaptive Residuals Extraction Network (202005 arXiv) [Paper]
Manipulated Face Detector: Joint Spatial and Frequency Domain Attention Network (202005 arXiv) [Paper]
A Face Preprocessing Approach for Improved DeepFake Detection (202006 arXiv) [Paper]
A Note on Deepfake Detection with Low-Resources (202006 arXiv) [Paper]
Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues (2020 ECCV) [Paper]
CNN Detection of GAN-Generated Face Images based on Cross-Band Co-occurrences Analysis (2020 WIFS) [Paper]
Detection, Attribution and Localization of GAN Generated Images (202007 arXiv) [Paper]
Two-branch Recurrent Network for Isolating Deepfakes in Videos (202008 arXiv) [Paper]
What makes fake images detectable? Understanding properties that generalize (2020 ECCV) [Paper] [Code]
DeepFake Detection Based on Discrepancies Between Faces and their Context (202008 arXiv) [Paper]
Deep Detection for Face Manipulation (202009 arXiv) [Paper]
Exposing GAN-generated faces using inconsistent corneal specular highlights (202009 arXiv) [Paper]
Face Forgery Detection by 3D Decomposition (202011 arXiv) [Paper]
Identifying Invariant Texture Violation for Robust Deepfake Detection (202012 arXiv) [Paper]
Learning to Recognize Patch-Wise Consistency for Deepfake Detection (202012 arXiv) [Paper]
Fourier Spectrum Discrepancies in Deep Network Generated Images (2020 NIPS) [Paper] [Code]
Gradient-Based Illumination Description for Image Forgery Detection (2020 TIFS) [Paper]
Fighting deepfakes by detecting GAN DCT anomalies (202101 arXiv) [Paper]
Adversarially robust deepfake media detection using fused convolutional neural network predictions (202102 arXiv) [Paper]
Deepfake Video Detection Using Convolutional Vision Transformer (202102 arXiv) [Paper] [Code]
Facial Manipulation Detection Based on the Color Distribution Analysis in Edge Region (202102 arXiv) [Paper]
Improving DeepFake Detection Using Dynamic Face Augmentation (202102 arXiv) [Paper]
Am I a Real or Fake Celebrity? Measuring Commercial Face Recognition Web APIs under Deepfake Impersonation Attack (202103 arXiv) [Paper]
DefakeHop: A Light-Weight High-Performance Deepfake Detector (2021 ICME) [Paper] [Code]
Detection and Localization of Facial Expression Manipulations (202103 arXiv) [Paper]
Multi-attentional Deepfake Detection (2021 CVPR) [Paper] [Code]
Spatial-Phase Shallow Learning: Rethinking Face Forgery Detection in Frequency Domain (2021 CVPR) [Paper]
Frequency-aware Discriminative Feature Learning Supervised by Single-Center Loss for Face Forgery Detection (2021 CVPR) [Paper]
Finding Facial Forgery Artifacts with Parts-Based Detectors (2021 CVPRW) [Paper]
Practical Face Swapping Detection Based on Identity Spatial Constraints (2021 IJCB) [Paper]
Visual-Semantic Transformer for Face Forgery Detection (2021 IJCB) [Paper]
PRRNet: Pixel-Region relation network for face forgery detection (2021 Pattern Recognition) [Paper]
Fighting Fake News: Two Stream Network for Deepfake Detection via Learnable SRM (2021 IEEE TBIOM) [Paper]
Inconsistency-Aware Wavelet Dual-Branch Network for Face Forgery Detection (2021 IEEE TBIOM) [Paper]
Detection of Fake and Fraudulent Faces via Neural Memory Networks (2021 IEEE TIFS) [Paper]
Deepfake Detection Scheme Based on Vision Transformer and Distillation (202104 arXiv) [Paper]
M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection (202104 arXiv) [Paper] [Code]
Robust Face-Swap Detection Based on 3D Facial Shape Information (202104 arXiv) [Paper]
Local Relation Learning for Face Forgery Detection (2021 AAAI) [Paper]
Interpretable Face Manipulation Detection via Feature Whitening (202106 arXiv) [Paper]
Learning to Disentangle GAN Fingerprint for Fake Image Attribution (202106 arXiv) [Paper]
Wavelet-Packet Powered Deepfake Image Detection (202106 arXiv) [Paper] [Code]

Temporal Clue for Detection

Mesonet: a compact facial video forgery detection network (2018 WIFS) [Paper] [Code]
In Ictu Oculi: Exposing AI created fake videos by detecting eye blinking (2018 WIFS) [Paper] [Code]
Deepfake Video Detection Using Recurrent Neural Networks (2018 AVSS) [Paper]
Exposing deep fakes using inconsistent head poses (2019 ICASSP) [Paper]
Protecting world leaders against deep fakes (2019 CVPRW) [Paper]
FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals (2020 TPAMI) [Paper]
Recurrent Convolutional Strategies for Face Manipulation Detection in Videos (2019 CVPRW) [Paper]
Predicting Heart Rate Variations of Deepfake Videos using Neural ODE (2019 ICCVW) [Paper]
Deepfake Video Detection through Optical Flow based CNN (2019 ICCVW) [Paper]
Emotions Don't Lie: A Deepfake Detection Method using Audio-Visual Affective Cues (202003 arXiv) [Paper]
Deep Face Forgery Detection (202004 arXiv) [Paper]
Deepfakes Detection with Automatic Face Weighting (2020 CVPRW) [Paper]
Detecting Deep-Fake Videos from Appearance and Behavior (202004 arXiv) [Paper]
Detecting Deep-Fake Videos from Phoneme-Viseme Mismatches (2020 CVPRW) [Paper]
Towards Untrusted Social Video Verification to Combat Deepfakes via Face Geometry Consistency (2020 CVPRW) [Paper] [Code]
Not made for each other– Audio-Visual Dissonance-based Deepfake Detection and Localization (202005 arXiv) [Paper]
DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms (202006 arXiv) [Paper]
Deepfake Detection using Spatiotemporal Convolutional Networks (202006 arXiv) [Paper]
Interpretable Deepfake Detection via Dynamic Prototypes (202006 arXiv) [Paper]
Dynamic texture analysis for detecting fake faces in video sequences (202007 arXiv) [Paper]
Detecting Deepfake Videos: An Analysis of Three Techniques (202007 arXiv) [Paper]
Sharp Multiple Instance Learning for DeepFake Video Detection (2020 ACMMM) [Paper] [Code]
How Do the Hearts of Deep Fakes Beat? Deep Fake Source Detection via Interpreting Residuals with Biological Signals (202008 arXiv) [Paper]
A Convolutional LSTM based Residual Network for Deepfake Video Detection (202009 arXiv) [Paper]
DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation (202010 arXiv) [Paper] [CodePromised]
Recurrent Convolutional Structures for Audio Spoof and Video Deepfake Detection (2020 IEEE JSTSP) [Paper] DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation (202010 arXiv) [Paper] [Code]
ID-Reveal: Identity-aware DeepFake Video Detection (202012 arXiv) [Paper] [Code]
Detecting Deepfake Videos Using Euler Video Magnification (202101 arXiv) [Paper]
FakeBuster: A DeepFakes Detection Tool for Video Conferencing Scenarios (202101 arXiv) [Paper]
Where Do Deep Fakes Look? Synthetic Face Detection via Gaze Tracking (202101 arXiv) [Paper]
Do Deepfakes Feel Emotions? A Semantic Approach to Detecting Deepfakes Via Emotional Inconsistencies (2021 CVPRW) [Paper]
Bita-Net: Bi-temporal Attention Network for Facial Video Forgery Detection (2021 IJCB) [Paper]
Identifying Rhythmic Patterns for Face Forgery Detection and Categorization (2021 IJCB) [Paper]
Interpretable and Trustworthy Deepfake Detection via Dynamic Prototypes (2021 WACV) [Paper]
Detection of Deepfake Videos Using Long Distance Attention (202106 arXiv) [Paper]
Combining EfficientNet and Vision Transformers for Video Deepfake Detection (202107 arXiv) [Paper] [Code]

Generalizable Forgery Detection

ForensicTransfer: Weakly-supervised domain adaptation for forgery detection (2018 arXiv) [Paper]
Towards generalizable forgery detection with locality-aware autoencoder (2019 arXiv) [Paper]
Incremental learning for the detection and classification of GAN-generated images (2019 arXiv) [Paper]
CNN-generated images are surprisingly easy to spot... for now (2019 arXiv) [Paper] [Code]
Face X-ray for More General Face Forgery Detection (2020 CVPR) [Paper]
Detecting CNN-Generated Facial Images in Real-World Scenarios (2020 CVPRW) [Paper]
OC-FakeDect: Classifying Deepfakes Using One-class Variational Autoencoder (2020 CVPRW) [Paper]
T-GD: Transferable GAN-generated Images Detection Framework (2020 ICML) [Paper] [Code]
Exposing Deep-faked Videos by Anomalous Co-motion Pattern Detection (202008 arXiv) [Paper]
Spatio-temporal Features for Generalized Detection of Deepfake Videos (2020 CVIU) [Paper]
Mining Generalized Features for Detecting AI-Manipulated Fake Faces (202010 arXiv) [Paper]
Domain General Face Forgery Detection by Learning to Weight (2021 AAAI) [Paper] [Code]
Fake face detection via adaptive manipulation traces extraction network (2021 CVIU) [Paper] [Code]
Training Strategies and Data Augmentations in CNN-based DeepFake Video Detection (202011 arXiv) [Paper]
Identity-Driven DeepFake Detection (202012 arXiv) [Paper]
Lips Don't Lie: A Generalisable and Robust Approach to Face Forgery Detection (202012 arXiv) [Paper]
Fake-image detection with Robust Hashing (202102 arXiv) [Paper]
AOT: Appearance Optimal Transport Based Identity Swapping for Forgery Detection (2020 NIPS) [Paper] [Code]
Leveraging edges and optical flow on faces for deepfake detection (2020 ICB) [Paper]
Deepfake Forensics via An Adversarial Game (202103 arXiv) [Paper]
Generalizing Face Forgery Detection with High-frequency Features (202103 arXiv) [Paper]
Metric Learning for Anti-Compression Facial Forgery Detection (202103 arXiv) [Paper]
Towards Generalizable and Robust Face Manipulation Detection via Bag-of-local-feature (202103 arXiv) [Paper]
Improving the Efficiency and Robustness for Deepfakes Detection through Precise Geometric Features (2021 CVPR) [Paper] [Code]
Lips Don't Lie: A Generalisable and Robust Approach to Face Forgery Detection (2021 CVPR) [Paper] [Code]
Representative Forgery Mining for Fake Face Detection (2021 CVPR) [Paper] [Code]
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning (2021 CVPRW) [Paper]
On the Robustness and Generalizability of Face Synthesis Detection Methods (2021 CVPRW) [Paper]
Are GAN generated images easy to detect? A critical analysis of the state-of-the-art (202104 arXiv) [Paper]
DeepfakeUCL: Deepfake Detection via Unsupervised Contrastive Learning (202104 arXiv) [Paper]
Unified Detection of Digital and Physical Face Attacks (202104 arXiv) [Paper]
Beyond the Spectrum: Detecting Deepfakes via Re-synthesis (2021 IJCAI) [Paper] [Code]
One Detector to Rule Them All: Towards a General Deepfake Attack Detection Framework (2021 WWW) [Paper] [Code]
TAR: Generalized Forensic Framework to Detect Deepfakes using Weakly Supervised Learning (202105 arXiv) [Paper] [Code]
Towards Discovery and Attribution of Open-world GAN Generated Images (202105 arXiv) [Paper]
Automated Deepfake Detection (202106 arXiv) [Paper]

Spoofing Forgery Detection

Security of Facial Forensics Models Against Adversarial Attacks (2019 arXiv) [Paper]
Real or Fake? Spoofing State-Of-The-Art Face Synthesis Detection Systems (2019 arXiv) [Paper]
Adversarial Perturbations Fool Deepfake Detectors (2020 IJCNN) [Paper] [Code]
Disrupting DeepFakes: Adversarial Attacks Against Conditional Image Translation Networks and Facial Manipulation Systems (202003 arXiv) [Paper] [Code]
Evading Deepfake-Image Detectors with White- and Black-Box Attacks (202004 arXiv) [Paper]
Defending against GAN-based Deepfake Attacks via Transformation-aware Adversarial Faces (202006 arXiv) [Paper]
Disrupting Deepfakes with an Adversarial Attack that Survives Training (202006 arXiv) [Paper]
FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction (202006 arXiv) [Paper]
Protecting Against Image Translation Deepfakes by Leaking Universal Perturbations from Black-Box Neural Networks (202006 arXiv) [Paper]
Not My Deepfake: Towards Plausible Deniability for Machine-Generated Media (202008 arXiv) [Paper]
FakeRetouch: Evading DeepFakes Detection via the Guidance of Deliberate Noise (202009 arXiv) [Paper]
Perception Matters: Exploring Imperceptible and Transferable Anti-forensics for GAN-generated Fake Face Imagery Detection (202010 arXiv) [Paper] [Code]
Adversarial Threats to DeepFake Detection: A Practical Perspective (202011 arXiv) [Paper]
Exploring Adversarial Fake Images on Face Manifold (202101 arXiv) [Paper]
Landmark Breaker: Obstructing DeepFake By Disturbing Landmark Extraction (202102 arXiv) [Paper]
A Closer Look at Fourier Spectrum Discrepancies for CNN-generated Images Detection (202103 arXiv) [Paper] [Code]
MagDR: Mask-guided Detection and Reconstruction for Defending Deepfakes (2021 CVPR) [Paper]
A Closer Look at Fourier Spectrum Discrepancies for CNN-generated Images Detection (2021 CVPR) [Paper] [Code]
Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples (2021 WACV) [Paper] [Project]
Making GAN-Generated Images Difficult To Spot: A New Attack Against Synthetic Image Detectors (202104 arXiv) [Paper]
Imperceptible Adversarial Examples for Fake Image Detection (2021 ICIP) [Paper]
Understanding the Security of Deepfake Detection (202107 arXiv) [Paper]

Others

Detecting Video Speed Manipulation (2020 CVPRW) [Paper]
The eyes know it: FakeET- An Eye-tracking Database to Understand Deepfake Perception (202006 arXiv) [Paper]
Deepfake detection humans vs machines (202009 arXiv) [Paper]
DeepFake-o-meter: An Open Platform for DeepFake Detection (202103 arXiv) [Paper] [Code] [Website]
An Examination of Fairness of AI Models for Deepfake Detection (2021 IJCAI) [Paper]
What's wrong with this video? Comparing Explainers for Deepfake Detection (202105 arXiv) [Paper]

Databases

[FFW] Fake Face Detection Methods: Can They Be Generalized? (2018 BIOSIG) [Paper] [Download]
[UADFV] In Ictu Oculi: Exposing AI created fake videos by detecting eye blinking (2018 WIFS) [Paper] [Download]
[DeepfakeTIMIT] Deepfakes: a new threat to face recognition? assessment and detection (2018 arXiv) [Paper] [Download]
[FaceForensics++ & DFD] FaceForensics++: Learning to Detect Manipulated Facial Images (2019 ICCV) [Paper] [Download]
[Celeb-DF] Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics (2020 CVPR) [Paper] [Download]
[DFFD (Diverse Fake Face Dataset)] On the detection of digital face manipulation (2019 arXiv) [Paper]
[DFDC (Deepfake Detection Challenge)] The Deepfake Detection Challenge (DFDC) Preview Dataset (2019 arXiv) [Paper] [Download]
[DeeperForensics-1.0] DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection (2020 arXiv) [Paper] [Download]
[WildDeepfake] WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection (2020 ACM MM) [Paper][Download]
[DF-W] Deepfakes in the Wild: Detection and Analysis (2021 ACM WWW) [Paper] [Download]
[FFIW] Face Forensics in the Wild (2021 CVPR) [Paper] [Download]
[ForgeryNet] ForgeryNet: A Versatile Benchmark for Comprehensive Forgery Analysis (2021 CVPR) [Paper] [Download]
[KoDF] KoDF: A Large-scale Korean DeepFake Detection Dataset (202103 arXiv) [Paper] [Download]

Survey

Deep Learning for Deepfakes Creation and Detection (2019 arXiv) [Paper]
DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection (2020 arXiv) [Paper]
Media Forensics and DeepFakes: an Overview (2020 arXiv) [Paper]
DeepFake Detection: Current Challenges and Next Steps (202003 arXiv) [Paper]
The Creation and Detection of Deepfakes: A Survey (202004 arXiv) [Paper]
Countering Malicious DeepFakes: Survey, Battleground, and Horizon (202103 arXiv) [Paper]
Unified Detection of Digital and Physical Face Attacks (202104 arXiv) [Paper]
Deep Fake Detection: Survey of Facial Manipulation Detection Solutions (202106 arXiv) [Paper]

noteboy / Face-Forgery-Generation-and-Detection-Overview