Paper Notes

All Adversarial Backdoor Black-Box CNN Data-Poisoning Dataset Deepfake Defense Detection Facial-Reenactment Framework Label-Flipping Misclassification Model-Extraction Perturbation Physical RNN SVM Survey

• FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping (25) 2020-09 Tags: Dataset, Deepfake
• ADVBOX: A TOOLBOX TO GENERATE ADVERSARIAL EXAMPLES THAT FOOL NEURAL NETWORKS (6) 2020-08 Tags: Adversarial, Framework, Perturbation
• Fawkes: Protecting Privacy against Unauthorized Deep Learning Models (1) 2020-07 Tags: Adversarial, Data-Poisoning, Perturbation
• DeepFakes Evolution: Analysis of Facial Regions and Fake Detection Performance (1) 2020-07 Tags: Deepfake, Detection
• DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection (25) 2020-06 Tags: Deepfake, Detection, Survey
• DeepFaceLab: A simple, flexible and extensible face swapping framework (2) 2020-05 Tags: Deepfake, Framework
• Adversarial Perturbations Fool Deepfake Detectors (2) 2020-05 Tags: Deepfake, Detection, Perturbation
• The Creation and Detection of Deepfakes: A Survey (1) 2020-05 Tags: Deepfake, Detection, Survey
• Face X-ray for More General Face Forgery Detection (19) 2020-04 Tags: Deepfake, Detection
• CNN-generated images are surprisingly easy to spot... for now (24) 2020-04 Tags: CNN, Dataset, Detection
• Evading Deepfake-Image Detectors with White- and Black-Box Attacks (1) 2020-04 Tags: Adversarial, Black-Box, Deepfake, Detection, Perturbation
• Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples (2) 2020-03 Tags: Adversarial, Deepfake, Detection, Perturbation
• Unmasking DeepFakes with simple Features (9) 2020-03 Tags: Dataset, Deepfake, Detection
• Exploring Connections Between Active Learning and Model Extraction (10) 2019-11 Tags: Model-Extraction
• Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks (123) 2019-09 Tags: Backdoor, Detection
• FaceForensics++: Learning to Detect Manipulated Facial Images (138) 2019-08 Tags: Dataset, Deepfake, Detection, Facial-Reenactment, Survey
• FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals (16) 2019-08 Tags: Deepfake, Detection
• Exposing DeepFake Videos By Detecting Face Warping Artifacts (86) 2019-05 Tags: Deepfake, Detection
• Recurrent Convolutional Strategies for Face Manipulation Detection in Videos (36) 2019-05 Tags: Deepfake, Detection, RNN
• Deepfake Video Detection Using Recurrent Neural Networks (128) 2018-11 Tags: Deepfake, Detection, RNN
• Exposing Deep Fakes Using Inconsistent Head Poses (76) 2018-11 Tags: Deepfake, Detection, SVM
• Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks (145) 2018-11 Tags: Adversarial, Data-Poisoning, Perturbation
• CAPSULE-FORENSICS: USING CAPSULE NETWORKS TO DETECT FORGED IMAGES AND VIDEOS (44) 2018-10 Tags: CNN, Deepfake, Detection
• Label Sanitization against Label Flipping Poisoning Attacks (39) 2018-10 Tags: Data-Poisoning, Defense, Label-Flipping
• Fast Geometrically-Perturbed Adversarial Faces (21) 2018-09 Tags: Misclassification, Perturbation
• MesoNet: a Compact Facial Video Forgery Detection Network (146) 2018-09 Tags: Deepfake, Detection
• Detection of Deepfake Video Manipulation (12) 2018-08 Tags: Deepfake, Detection
• Adversarial Attacks on Face Detectors using Neural Net based Constrained Optimization (37) 2018-05 Tags: Adversarial, Defense, Perturbation
• Robust Physical-World Attacks on Deep Learning Visual Classification (503) 2018-04 Tags: Adversarial, Misclassification, Physical
• Unravelling Robustness of Deep Learning Based Face Recognition against Adversarial Attacks (67) 2018-02 Tags: Adversarial, Detection, Framework
• Eluding Mass Surveillance: Adversarial Attacks on Facial Recognition Models (1) 2018-01 Tags: Adversarial, Misclassification, Perturbation
• Yet Another Text Captcha Solver: A Generative Adversarial Network Based Approach (42) 2018-01 Tags: Adversarial
• Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning (212) 2017-12 Tags: Backdoor, Data-Poisoning, Physical
• Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization (207) 2017-11 Tags: Adversarial, Data-Poisoning
• MagNet: A Two-Pronged Defense against Adversarial Examples (463) 2017-09 Tags: Adversarial, Detection
• Efficient Decision-based Black-box Adversarial Attacks on Face Recognition (44) 2017-06 Tags: Black-Box, Misclassification, Perturbation
• Detection of Adversarial Training Examples in Poisoning Attacks through Anomaly Detection (36) 2017-06 Tags:
• Certified Defenses for Data Poisoning Attacks (191) 2017-06 Tags: Data-Poisoning, Defense
• Xception: Deep Learning with Depthwise Separable Convolutions (3008) 2017-04 Tags: CNN
• Universal adversarial perturbations (891) 2017-03 Tags: Adversarial, Misclassification, Perturbation
• Accessorize to a Crime: Real and Stealthy Attacks on State-of-the-Art Face Recognition (624) 2016-10 Tags: Adversarial, Misclassification, Perturbation, Physical
• Face2Face: Real-time Face Capture and Reenactment of RGB Videos (744) 2016-09 Tags: Facial-Reenactment
• The Limitations of Deep Learning in Adversarial Settings (1674) 2015-11 Tags:
• FaceNet: A Unified Embedding for Face Recognition and Clustering (5819) 2015-03 Tags: Framework