Deepfake Detection Systems ML Frameworks

Tools and models for detecting deepfakes, face manipulations, and AI-generated/tampered media in images and videos. Does NOT include general image classification, face recognition, or adversarial attack frameworks.

There are 137 deepfake detection systems frameworks tracked. 3 score above 50 (established tier). The highest-rated is aaronchong888/DeepFake-Detect at 61/100 with 152 stars.

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# Framework Score Tier
1 aaronchong888/DeepFake-Detect

Open-source deepfake detection: train your own model with TensorFlow, Keras...

61
Established
2 dessa-oss/DeepFake-Detection

Towards deepfake detection that actually works

51
Established
3 abhijithjadhav/Deepfake_detection_using_deep_learning

This projects aims in detection of video deepfakes using deep learning...

51
Established
4 afsalashyana/FakeImageDetection

Fake Image Detection Using Machine Learning

49
Emerging
5 agusgun/FakeImageDetector

Image Tampering Detection using ELA and CNN

49
Emerging
6 davide-coccomini/Combining-EfficientNet-and-Vision-Transformers-for-Video-Deepfake-Detection

Code for Video Deepfake Detection model from "Combining EfficientNet and...

49
Emerging
7 datamllab/awesome-deepfakes-materials

A curated list of awesome Deepfakes materials

48
Emerging
8 iamdhrutipatel/DeepFake-Detection

A website 🖥 that detects a DeepFake video and also displays the confidence...

45
Emerging
9 MarkHershey/AudioDeepFakeDetection

SUTD 50.039 Deep Learning Course Project (2022 Spring)

44
Emerging
10 chinmaynehate/DFSpot-Deepfake-Recognition

Determine whether a given video sequence has been manipulated or...

44
Emerging
11 Jerald-Golden/Audio-Deepfake-Detection

Audio Deepfake Detection is a web app that utilizes machine learning...

43
Emerging
12 shivangi-aneja/COSMOS

[AAAI 2023] COSMOS: Catching Out-of-Context Misinformation using Self...

42
Emerging
13 JoasASantos/DeepNudeDetect

Comprehensive Protection Against Deepfakes, Deepnudes & Harmful Content

42
Emerging
14 TRahulsingh/DeepfakeDetector

A state-of-the-art, open-source deepfake detection system built with PyTorch...

42
Emerging
15 sksmta/audio-deepfake-detection

Audio deepfake detection sytem on CNN

42
Emerging
16 IQTLabs/FakeFinder

FakeFinder builds a modular framework for evaluating various deepfake...

42
Emerging
17 mytechnotalent/deepfake-detector

Deepfake Detector is an AI/ML model designed to detect AI-generated or...

42
Emerging
18 Balaji-Kartheek/DeepFake_Detection

Designed and Developed end-to-end scalable Deep Learning Project. It is a...

41
Emerging
19 gan-police/frequency-forensics

Deepfake detection using wavelet-packets in PyTorch, European Conference on...

41
Emerging
20 Divith123/DeepSecure-AI

DeepSecure-AI is an open-source deepfake detection tool leveraging advanced...

38
Emerging
21 mozilla-ai/fake-audio-detection

Blueprint for training and deploying a machine learning model that...

38
Emerging
22 xinyooo/deepfake-detection

DeepFake Detection: Detect the video is fake or not using InceptionResNetV2.

38
Emerging
23 TARTRL/Deepfake_Detection

deepfake detection codes, distributed pytorch training (AI换脸检测)

37
Emerging
24 aaronespasa/deepfake-detection

🧐 DeepFake Detection with PyTorch

37
Emerging
25 natanielruiz/disrupting-deepfakes

🔥🔥Defending Against Deepfakes Using Adversarial Attacks on Conditional Image...

37
Emerging
26 Akshayredekar07/Multimodal-Deepfake-Detection

Multimodel deepfake detection

37
Emerging
27 Faysal-MD/Unmasking-Deepfake-Faces-from-Videos-An-Explainable-Cost-Sensitive-Deep-Learning-Approach-IEEE2023

Deepfake faces detection from forged videos where used explainable AI for...

36
Emerging
28 skj092/Forgegy-Image-Detection-Using-Error-level-Analysis-and-Deep-Learning

Forgegy Image Detection Using Error level Analysis and Deep Learning

35
Emerging
29 Ramya-Mahi/DeepFake-Detection-and-Prevention-A-Comprehensive-approach-using-AI

This Deepfake Detection and Prevention project leverages advanced AI...

35
Emerging
30 Itz-Agasta/Lopt

A Multi-modal deepfake classification framework leveraging ViT and...

35
Emerging
31 Brain-Cog-Lab/AbuttingGratingIllusion

The code for "Challenging Deep Learning Models with Image Distortion based...

34
Emerging
32 aiden200/2D3MF

Code and models for the paper "2D3MF: Deepfake Detection using Multi Modal...

34
Emerging
33 DURGESH716/Fake-Instagram-Profile-Detection

Model Detects Fake Instagram Profiles using Deep Learning Approach of...

34
Emerging
34 silvermete0r/redeepfake-demo-app

ReDeepFake Demo App - Advanced Deepfake detection model for 2D flat images.

34
Emerging
35 gilikn/FakeOut

Leveraging Out-of-domain Self-supervision for Multi-modal Video Deepfake Detection

34
Emerging
36 arshakshan/Deepfake-Detection

Deepfake Detection using a Dual Stream Network with Interpretable Deep Learning

33
Emerging
37 pratikpv/mri_gan_deepfake

DeepFake detection using GAN and DeepLearning

32
Emerging
38 sjsreehari/Deepfake-Detection-CNN

A deep learning prototype using Convolutional Neural Networks (CNNs) for...

31
Emerging
39 jayant1211/Image-Tampering-Detection-using-ELA-and-Metadata-Analysis

aim of this project is to give insight into authenticity of an image using...

31
Emerging
40 umar07/Image_Forgery_Detection

Reproduced Code for Image Forgery Detection papers.

31
Emerging
41 Guri10/Deepfake-Audio-Detection-with-XAI

This project focuses on detecting deepfake audio using advanced neural...

31
Emerging
42 z1311/Image-Manipulation-Detection

Classifies a given image as authentic or tampered by doing two levels of...

30
Emerging
43 0904-mansi/Deepfake_detection_using_deep_learning

This projects aims in detection of video deepfakes using deep learning...

30
Emerging
44 sergiovirahonda/DeepFakes

This repository is part of a project which seeks to build DIY deep fakes'...

29
Experimental
45 NKAmazing/Deepcatcher_Detection

Artificial Intelligence model trained with a CNN to detect fake images...

29
Experimental
46 MalayAgr/MesoNet-DeepFakeDetection

A CNN-based DeepFake detector called MesoNet, replicated from a 2018 paper...

29
Experimental
47 harshpx/deepfake-detection

A Full-Stack Deepfake Detection App, developed using TensorFlow, FastAPI and React.js

28
Experimental
48 ishitaakolkar/Deepfake_Detection

A multi-stream deepfake detection model based on spatial, temporal, and...

28
Experimental
49 hsam-2021/deepfake-detection

I present a web based application for automatic detection of replacement and...

27
Experimental
50 rohan45327/Deep-Fake-Image-Analyzer

An Image Analyzer that can analyze and give Real or Fake predictions with...

27
Experimental
51 harshgeek4coder/18CSC305J_AI_Insta_Fake_Profile_Detection

This repository contains project source code for 18CSC305J - Artificial...

27
Experimental
52 yizhe-ang/fake-detection-lab

Media Forensics / Fake Detection experiments in PyTorch. Implements Fighting...

27
Experimental
53 MichiganDataScienceTeam/W24-RvF

MDST project from Winter 2024 for classifying real vs. fake faces

26
Experimental
54 aminatouseyeup/Deepfakes

Streamlit application for generating and detecting deepfakes. Generates...

26
Experimental
55 Hazem020/DeepFakeDetectorApp

Mobile App for DeepFake Detection Project.

26
Experimental
56 mytechnotalent/pixelproof

Detect fake, AI-generated, and Photoshopped images in seconds.

25
Experimental
57 ShivamKabra/Document-Forgery-Detection

This project involves the development and implementation of a deep learning...

25
Experimental
58 furkankoykiran/ai-face-detector

🤖 AI-powered face authenticity detection using Deep Learning. Detect...

24
Experimental
59 taco-group/HFMF

HFMF: Hierarchical Fusion Meets Multi-Stream Models for Deepfake Detection

24
Experimental
60 davide-coccomini/Adversarial-Magnification-to-Deceive-Deepfake-Detection-through-Super-Resolution

Official code for the paper "Adversarial Magnification to Deceive Deepfake...

24
Experimental
61 KhobaitUddinSimran/DcDM

Android app detecting deepfake calls using Kotlin & ML

23
Experimental
62 mahe115/Deepfake-image-classification

This project leverages the power of deep learning to differentiate between...

23
Experimental
63 buddhiW/AdaptiveNet

A dynamically adaptable neural network-based replay spoofing attack detection system.

23
Experimental
64 urcuqui/InYourFaceAI

Web app for detecting fake faces in images and videos using deep learning....

23
Experimental
65 nz0001na/deepfake_detection

Some detection algorithms for deepfake face images

23
Experimental
66 subhanSahebShaik/detectify

Detectify is a deep learning system that detects AI-generated fake videos...

23
Experimental
67 Anmol659/DeepDetect

Browser extension + AI backend to detect tampered or fake images

22
Experimental
68 CemRoot/deepfake-detection-streamlit

About Advanced AI-Generated Image Detection System using EfficientNetB7 with...

22
Experimental
69 Priyanshu1303d/DeepDetect

The DeepDetect is a web application designed to detect deepfake content...

22
Experimental
70 shaniaakhan21/multimodal-deepfake-detection

Multi-modal deepfake detection across image, audio and video. ~99% accuracy...

22
Experimental
71 piotrkawa/audio-deepfake-source-tracing

Baselines for IS25 Source Tracing Special Session

21
Experimental
72 anujpratap12/Detecting-Deepfake-Images

Deepfake image detection using ResNet18 and transfer learning with a Flask...

21
Experimental
73 fardinabbasi/ML_Fake_Image_Detection

Detecting fake images using machine learning, involving feature extraction...

21
Experimental
74 AayushiAhlawat/Image-Forgery-Detection

System to detect Copy-Move forgery using Python and machine learning techniques

21
Experimental
75 negativenagesh/UnFake

UnFake is the first platform to integrate a deepfake detection tool directly...

21
Experimental
76 rlataewoo/nacl_sdd

Official PyTorch implementation of "Naturalness-Aware Curriculum Learning...

21
Experimental
77 rheapatel-23/Deepfake-detection-framework-for-AI-generated-multimedia-data

A hybrid multimodal Deepfake Detection Framework combining CNN, LSTM, and...

21
Experimental
78 sky787770/DeepFake-Image-Detection

This repository provides a robust solution for detecting deepfake images...

21
Experimental
79 reviverkid/DeepFakeDetectionSystem

🚀 Welcome to the Deepfake Detection System project! This project detects...

21
Experimental
80 ziweek/iron-noise

🏆 Chief of Staff of the Republic of Korea Army Award, in 1st Defense AI Idea...

20
Experimental
81 Nuraj250/TraceBack-Reverse-Image-Finder

TraceBack helps you instantly find the source of any image, detect edits or...

20
Experimental
82 AyeshaMalikAyesha/DeepfakeDetectionApp

First Deepfake Detection App

20
Experimental
83 basavbamrah/image-forgery-detection

Image forgery detection using CNN and Jgeg compression

20
Experimental
84 Danielkrebs55555/DeepFake-Detection

This project uses a hybrid model combining MobileNet and LSTM to detect...

20
Experimental
85 TheRoberto2512/Morph-Attack-Detection

Progetto finale del corso Intelligenza Artificiale e Sicurezza, A.A....

20
Experimental
86 mawg0ud/FaceGuard

A framework to detect & localize facial image manipulation.

20
Experimental
87 anonymous-author-sub/seeable

SeeABLE: Soft Discrepancies and Bounded Contrastive Learning for Exposing Deepfakes

19
Experimental
88 aminshennan/Forgery_Detection_with_ViT_and_RestNet

Deep learning system achieving 95.36% accuracy in media forgery detection...

19
Experimental
89 Arvind2903/Real-vs-Fake-Image-Classification

Employ deep learning and transfer learning techniques to classify images as...

19
Experimental
90 AayushPrasad22/Neuro-Forgery-Detect

Neuro Forgery Detect – A deep learning-powered system for detecting image...

19
Experimental
91 ByteSpiritGit/fdet

fDet is a web app that uses classification to verify claims.

19
Experimental
92 MiguelCarra/deepfake-detection-matlab

Proyecto del Máster en Ingeniería de Telecomunicaciones (UAM) sobre...

18
Experimental
93 Vaibhav06Jha28/deepfake-detector

Real-time Deepfake Video Detection System using ResNeXt + LSTM | Django + PyTorch

18
Experimental
94 prajwalchaudhari60/Using-AI-ML-Based-Face-Swap-Deepfack-Video-Detection.

This projects aims in detection of video deepfakes using deep learning...

18
Experimental
95 maheenshkk/deepfake-detection-system-deepdeception

A deep learning-based web application for deepfake video detection, powered...

18
Experimental
96 obsTR/Sherlock

Multi modal deepfake detection system using FastAPI, PyTorch, and a...

18
Experimental
97 Shourav-Deb/Face-Sure

🛡️ Face Sure is a deepfake video detection system that uses deep learning to...

17
Experimental
98 DileepKumarMS/DeepTrace-Tracking-Manipulations-in-Digital-Videos

Deepfake video detection using ResNeXt + LSTM with a Flask-based web interface.

17
Experimental
99 miiidev/Spotter

A machine-learning tool that spots deepfake artifacts

17
Experimental
100 pushpakrai/Deepfake-Detection

A Flask-based Deepfake Detection Platform employs deep learning to...

17
Experimental
101 NKAmazing/Deepcatcher_web

Web Application of the Deepcatcher Deepfake Detection Software

16
Experimental
102 priyankagnana/DeepShield

DeepShield is a real-time deepfake face detection system built using...

16
Experimental
103 AnandhaSivam-00/Enhancing-Deepfake-Detection-using-MobileNet-LSTM-Hybrid-Model

Enhancing Deepfake Detection using MobileNet-LSTM Hybrid Model for Real-Time...

16
Experimental
104 roshinit-a/deepfake-video-detector

An AI-powered deepfake detection system leveraging deep learning and face...

14
Experimental
105 anujpratap12/Detecting-Deepfake

Deepfake image detection using ResNet18 and transfer learning with a Flask...

14
Experimental
106 Normalcable/Multimodal-Brainrot-Detector-API

source code and files for testing and demo of the model

14
Experimental
107 kashish-sachdeva-ds/voiceguard-deepfake-detection

AI-powered deepfake audio detection using Random Forest (99.07% accuracy) —...

14
Experimental
108 OblivionxDreamZz/Detecting-Deceptive-Deepfake-Media-Using-Generative-Adversarial-Networks-

A proof of concept in Detecting Deceptive Deepfake Media Using Generative...

14
Experimental
109 kartikrathore9090/ai-deepfake-detector

A web-based AI application that detects whether an uploaded image is real or...

14
Experimental
110 anmolgupta2704/ai-scam-deepfake-platform

The AI Scam & Deepfake Detection System is an AI-powered web platform...

14
Experimental
111 nick-leland/DistortionML

A machine learning model that will determine if a photo has any visual...

14
Experimental
112 lu1spereir4/deepfake-detector-ffpp-dfdc

Sistema de detección de Deepfakes (ResNet18 + Grad-CAM) entrenado con...

14
Experimental
113 anshika1279/deepfake-detection-application

Verify image authenticity instantly. Upload a photo and get an instant...

14
Experimental
114 poshalanavateja/Deepfake-Video-Detection

Deep learning pipeline using a hybrid CNN-LSTM architecture to detect...

13
Experimental
115 swapnilkuhikar/realitycheck-ai

Deepfake Detection Web App using ML & DL

13
Experimental
116 pragyapranati/Deepfake-Technology-

Term paper on Deepfake Technology

13
Experimental
117 thekripaverse/AI-Deepfake-Manipulated-Content-Verification-Tool

AI-powered system that detects deepfake and manipulated images and videos...

13
Experimental
118 viraj7066/Deepfake-Detection-System

A deep learning-powered system for detecting deepfake videos using a ResNeXt...

13
Experimental
119 Corerishi/ArtifactLens

AI-powered deepfake detection web app using ResNet50, FastAPI, React and...

13
Experimental
120 ramyasrinalagarla08/Deepfake-Detection

This project is an AI-powered Deepfake Detection system designed to identify...

13
Experimental
121 KeshavCh0udhary/HIS2.0

DeepFake Detection Web-App[Mirage Breaker] 🖥 using Deep Learning(ResNext and...

13
Experimental
122 SimranAhuja1/Multimodal-Fake-Job-Posting-Classification

Multimodal deep learning model for detecting fraudulent job postings using...

13
Experimental
123 ffalathel/deepfake-detector

Production-grade AI content detection app with >90% accuracy using Python...

13
Experimental
124 swapnita-pandey/Identification-of-Edited-Images

Detection of Human Edited Images using CNN, VGG16, Xception, ELA, Ensemble Learning.

12
Experimental
125 RishiPratap/Deep-fake-Detection-app

Streamlit app for deepfake video detection

12
Experimental
126 mobambas/Fine-Grained-Artwork-Classifier

Model trained on the the detection of forgery in artworks via the means of ML.

12
Experimental
127 MaximL98/Manipulated-Reality

Machine Learining models for Video and Audio Analysis using Deep Learning...

11
Experimental
128 Satyam298/Deepfake-detection-using-deep-learning

This projects aims in detection of video deepfakes using deep learning...

11
Experimental
129 Bassamejlaoui/Awesome-Deep-Fake-Vol2

Explore deepfake tech powered by AI. Craft unique content responsibly using...

11
Experimental
130 DavideBruni/FakeTweetDetection

Detection of tweets generated by humans versus deepfake tweets generated by...

11
Experimental
131 raghulchandramouli/Frick_diffseg

A deepFake Detection Paper Replication from scratch

11
Experimental
132 sangeetanandanvishal04/deepfake_detection

A sleek PyTorch‑powered DeepFake detection pipeline that fuses the...

11
Experimental
133 Royhtml/DeepFake-Download

Download DeepFake

11
Experimental
134 adityapathakk/Deepfake-Detection-System

This repository houses my Capstone project - a deepfake detection system...

11
Experimental
135 wizyoung/STIL-DeepFake-Video-Detection

Code for paper STIL: Spatiotemporal Inconsistency Learning for DeepFake...

10
Experimental
136 DarkKnightSgh/ImageForgeryDetection_InceptionV3_VGG16_MobileNet

Image forgery detection using CNN fusion model achieving 85% test accuracy....

10
Experimental
137 suraj1849/DeepFake-Video-Detection

This projects aims in detection of video deepfakes using deep learning...

10
Experimental