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https://github.com/subinium/awesome-deepfake-porn-detection

papers, repos, datasets : deepfake and porn detection using deep learning
https://github.com/subinium/awesome-deepfake-porn-detection

List: awesome-deepfake-porn-detection

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papers, repos, datasets : deepfake and porn detection using deep learning

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# Awesome - Deepfake / Porn Detection using Deep Learning



## Ethical Use



The purpose of this list is to enhance and promote efforts into research and development and not to promote or aid in the creation of nefarious content.



## Table of Contents



- Part 1 : Generate

- Part 2 : Detect

- Part 3 : Dataset



## Part 1 : Generate



**Deepfake** is not strictly pornography but are highly related.



Keyword : Deepfake, Faceswap, GAN



### Research Papers



|Title|paper|code|date|etc|

|-|-|-|-|-|

| Deep Video Portraits |[Paper](https://web.stanford.edu/~zollhoef/papers/SG2018_DeepVideo/paper.pdf) ||2018.07|[Website](https://web.stanford.edu/~zollhoef/papers/SG2018_DeepVideo/page.html)

| MesoNet: a Compact Facial Video Forgery Detection Network |[Paper](https://arxiv.org/abs/1809.00888) ||2018.09

| Forensics Face Detection From GANs Using Convolutional Neural Network |[Paper](https://www.researchgate.net/profile/Tai_Do_Nhu/publication/327905310_Forensics_Face_Detection_From_GANs_Using_Convolutional_Neural_Network/links/5bac84e7a6fdccd3cb768b1c/Forensics-Face-Detection-From-GANs-Using-Convolutional-Neural-Network.pdf) ||2018.10|

| Using Capsule Networks to Detect Forged Images and Videos |[Paper](https://arxiv.org/pdf/1810.11215) ||2018.10|

| Deepfake Video Detection Using Recurrent Neural Networks |[Paper](https://engineering.purdue.edu/~dgueraco/content/deepfake.pdf)||2018.11

| Exposing DeepFake Videos By Detecting Face Warping Artifacts |[Paper](https://arxiv.org/abs/1811.00656) ||2018.11

| Exposing AI Created Fake Videos by Detecting Eye Blinking |[Paper](https://www.albany.edu/faculty/mchang2/files/2018_12_WIFS_EyeBlink_FakeVideos.pdf) || 2018.12

| DeepFakes: a New Threat to Face Recognition? Assessment and Detection | [Paper](https://arxiv.org/pdf/1812.08685.pdf)  |   | 2018.12  |

| FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals |[Paper](https://arxiv.org/pdf/1901.02212) ||2019.01|

| FaceForensics++: Learning to Detect Manipulated Facial Images |[Paper](https://arxiv.org/pdf/1901.08971.pdf) ||2019.01||



### Code Repositories



|Title|code|about|info|

|-|-|-|-|

|Faceswap|[github](https://github.com/deepfakes/faceswap)| FaceSwap is a tool that utilizes deep learning to recognize and swap faces in pictures and videos.  |  

|Deepfakes faceswap|[github](https://github.com/joshua-wu/deepfakes_faceswap)| code from deepfakes' faceswap project|

|DeepFaceLab|[github](https://github.com/iperov/DeepFaceLab) |DeepFaceLab is a tool that utilizes machine learning to replace faces in videos.|

|Faceswap-GAN   |[github](https://github.com/shaoanlu/faceswap-GAN)   | A denoising autoencoder + adversarial losses and attention mechanisms for face swapping. |

|DeepfakeCapsuleGAN|[github](https://github.com/snknitin/DeepfakeCapsuleGAN)|Using Capsule Networks in GANS to generate very realistic fake images that could perhaps be used for deepfakes|

|Faceit|[github](https://github.com/goberoi/faceit)|A script to make it easy to swap faces in videos using the faceswap library, and YouTube videos.|



## Part 2 : Detect



More general research about porn detection using AI.



Keyword : Porn detection, NSFW(Not Safe for Work)



### Research Papers



|Title|paper|code|date|etc

|-|-|-|-|-|

|Pornography Classification: The Hidden Clues in Video Space-Time| [Paper](https://www.researchgate.net/publication/308398120_Pornography_Classification_The_Hidden_Clues_in_Video_Space-Time)||2016.09||

|Pornographic image recognition by strongly-supervised deep multiple instance learning   | [Paper](https://www.researchgate.net/publication/312241188_Pornographic_image_recognition_by_strongly-supervised_deep_multiple_instance_learning)  |   |  2016.09 |   |

|Video pornography detection through deep learning techniques and motion information|[Paper](https://www.researchgate.net/publication/311551085_Video_pornography_detection_through_deep_learning_techniques_and_motion_information) ||2017.03||

|Adult Content Detection in Videos with Convolutional and Recurrent Neural Networks   | [Paper](https://www.researchgate.net/publication/318408211_Adult_Content_Detection_in_Videos_with_Convolutional_and_Recurrent_Neural_Networks)  |   | 2017.07 |   |

|Methods of Pornography Detection: Review|[Paper](https://www.researchgate.net/publication/325750120_Methods_of_Pornography_Detection_Review) ||2018.01|

|Pornographic Image Recognition via Weighted Multiple Instance Learning| [Paper](https://arxiv.org/abs/1902.03771) ||2019.02|



### Code Repositories



|Title|code|about|info|

|-|-|-|-|

|open_nsfw|[github](https://github.com/yahoo/open_nsfw) | Not Suitable for Work (NSFW) classification using deep neural network Caffe models. | [Yahoo Blog](https://yahooeng.tumblr.com/post/151148689421/open-sourcing-a-deep-learning-solution-for)

|miles-deep |[github](https://github.com/ryanjay0/miles-deep)| Deep Learning Porn Video Classifier/Editor with Caffe|

|NSFWDetector| [github](https://github.com/lovoo/NSFWDetector)  | A NSFW (aka porn) detector with CoreML|   |

|nsfwjs| [github](https://github.com/infinitered/nsfwjs)  | NSFW detection on the client-side via Tensorflow JS | [Website](https://nsfwjs.com/) |



## Part 3 : Dataset



About NSFW(Not Suitable for Work) Datasets



keyword : dataset, nsfw, nudity



|Title|code|about|info|

|-|-|-|-|

| NPDI Dataset : Google Pornography Database | [Website](https://sites.google.com/site/pornographydatabase/) | The Pornography database contains nearly 80 hours of 400 pornographic and 400 non-pornographic videos. |   |

|NSFW Data Scraper|[github](https://github.com/alexkimxyz/nsfw_data_scraper) | Collection of scripts to aggregate image data for the purposes of training an NSFW Image Classifier

|NSFW data source URLs| [github](https://github.com/EBazarov/nsfw_data_source_urls) | Collection of NSFW images URLs for the purposes of training an NSFW Image Classifier  |



## Contant & Feedback



If you have any suggestions about papers, feel free to mail me :)



- email : [email protected]

- [facebook](https://facebook.com/subinium)