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DeepSonar: Towards Effective and Robust Detection of AI-Synthesized Fake Voices

https://doi.org/10.1145/3394171.3413716
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Digital multimedia audio forensics: past, present and future
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Deepfakes and beyond: A Survey of face manipulation and fake detection
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Text-to-Speech Synthesis
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Understanding deep image representations by inverting them
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DeeperForensics-1.0: A Large-Scale Dataset for Real-World Face Forgery Detection
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00813openalex-snapshot
Analyzing and Improving the Image Quality of StyleGAN
inferredcites →https://doi.org/10.1109/icassp.2013.6639187openalex-snapshot
Modeling spectral envelopes using restricted Boltzmann machines for statistical parametric speech synthesis
inferredcites →https://doi.org/10.1109/icassp.2013.6639225openalex-snapshot
Multi-distribution deep belief network for speech synthesis
inferredcites →https://doi.org/10.1109/icassp.2017.7953210openalex-snapshot
Multi-task learning of structured output layer bidirectional LSTMS for speech synthesis
inferredcites →https://doi.org/10.1109/icassp.2018.8461368openalex-snapshot
Natural TTS Synthesis by Conditioning Wavenet on MEL Spectrogram Predictions
inferredcites →https://doi.org/10.1109/icassp.2019.8683164openalex-snapshot
Exposing Deep Fakes Using Inconsistent Head Poses
inferredcites →https://doi.org/10.1109/iccv.2019.00603openalex-snapshot
Everybody Dance Now
inferredcites →https://doi.org/10.1109/icip.2016.7532336openalex-snapshot
Simultaneous forgery identification and localization in paintings using advanced correlation filters
inferredcites →https://doi.org/10.1109/issre.2018.00021openalex-snapshot
DeepMutation: Mutation Testing of Deep Learning Systems
inferredcites →https://doi.org/10.1109/saner.2019.8668044openalex-snapshot
DeepCT: Tomographic Combinatorial Testing for Deep Learning Systems
inferredcites →https://doi.org/10.1109/tifs.2013.2278843openalex-snapshot
Audio Recording Location Identification Using Acoustic Environment Signature
inferredcites →https://doi.org/10.1109/tnnls.2018.2886017openalex-snapshot
Adversarial Examples: Attacks and Defenses for Deep Learning
inferredcites →https://doi.org/10.1145/3072959.3073640openalex-snapshot
Synthesizing Obama
inferredcites →https://doi.org/10.1145/3132747.3132785openalex-snapshot
DeepXplore
inferredcites →https://doi.org/10.1145/3236024.3236082openalex-snapshot
MODE: automated neural network model debugging via state differential analysis and input selection
inferredcites →https://doi.org/10.1145/3238147.3238202openalex-snapshot
DeepGauge: multi-granularity testing criteria for deep learning systems
inferredcites →https://doi.org/10.1145/3293882.3330579openalex-snapshot
DeepHunter: a coverage-guided fuzz testing framework for deep neural networks
inferredcites →https://doi.org/10.1145/3394171.3413707openalex-snapshot
DeepRhythm
inferredcites →https://doi.org/10.1145/3394171.3413732openalex-snapshot
FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction
inferredcites →https://doi.org/10.14722/ndss.2019.23415openalex-snapshot
NIC: Detecting Adversarial Samples with Neural Network Invariant Checking
inferredcites →https://doi.org/10.17226/25488openalex-snapshot
Implications of Artificial Intelligence for Cybersecurity
inferredcites →https://doi.org/10.21437/interspeech.2013-161openalex-snapshot
Physics-based synthesis of disordered voices
inferredcites →https://doi.org/10.21437/interspeech.2016-1066openalex-snapshot
The Voice Conversion Challenge 2016
inferredcites →https://doi.org/10.21437/interspeech.2017-1452openalex-snapshot
Tacotron: Towards End-to-End Speech Synthesis
inferredcites →https://doi.org/10.21437/interspeech.2018-1506openalex-snapshot
Multi-task WaveNet: A Multi-task Generative Model for Statistical Parametric Speech Synthesis without Fundamental Frequency Conditions
inferredcites →https://doi.org/10.21437/interspeech.2019-2249openalex-snapshot
ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection
inferredcites →https://doi.org/10.21437/odyssey.2018-28openalex-snapshot
The Voice Conversion Challenge 2018: Promoting Development of Parallel and Nonparallel Methods
inferredcites →https://doi.org/10.21437/odyssey.2018-29openalex-snapshot
sprocket: Open-Source Voice Conversion Software
inferredcites →https://doi.org/10.23915/distill.00007openalex-snapshot
Feature Visualization
inferredcites →https://doi.org/10.23915/distill.00015openalex-snapshot
Activation Atlas
inferredcites →https://doi.org/10.24963/ijcai.2020/476openalex-snapshot
FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces
inferredcites →https://doi.org/10.48550/arxiv.1412.6572openalex-snapshot
Explaining and Harnessing Adversarial Examples

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A Hybrid Quantum Deep Learning Framework With QNN and DenseNet121 for Deepfake Detection
inferred← citeshttps://doi.org/10.48550/arxiv.2006.07634openalex-snapshot
DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms
inferred← citeshttps://doi.org/10.48550/arxiv.2009.09869openalex-snapshot
FakeTagger: Robust Safeguards against DeepFake Dissemination via Provenance Tracking
inferred← citeshttps://doi.org/10.48550/arxiv.2104.03617openalex-snapshot
Half-Truth: A Partially Fake Audio Detection Dataset
inferred← citeshttps://doi.org/10.48550/arxiv.2106.10705openalex-snapshot
Automated Deepfake Detection
inferred← citeshttps://doi.org/10.48550/arxiv.2110.08821openalex-snapshot
Storage and Authentication of Audio Footage for IoAuT Devices Using Distributed Ledger Technology
inferred← citeshttps://doi.org/10.48550/arxiv.2110.14513openalex-snapshot
Neural Analysis and Synthesis: Reconstructing Speech from Self-Supervised Representations
inferred← citeshttps://doi.org/10.5334/tismir.254openalex-snapshot
The AI Music Arms Race: On the Detection of AI-Generated Music
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