Deepfake Test: 6 Tools to Spot Fake AI Photos, Videos, & Audios Accurately

Seamless face swaps, realistic voice cloning, and natural-looking photos…those AI-generated media files are flooding our daily life! And what makes people concerned is that deepfakes now are used for misinformation spreads, disrepute, and even scams. We have to admit that spot deepfakes manually is harder than ever.

But as what we always say that technology is “a double edge sword”, so we can use deepfake test tools to detect AI-generated photos, videos, and audio easily.

In this guide, we are going to introduce practical methods to identify deepfakes manually and 6 advanced deepfake testers to spot deepfakes and realities accurately.

On This Page

• What is a Deepfake Test? Why Do We Need It?
  Why Do We Need the Deepfake Test?
• Quick Deepfake Test: Can You Spot AI Fakes?
  How to Spot Deepfakes By Yourself? [Practical Tips For References]
• 6 Deepfake Testers to Accurately Detect & Verify Deepfake Pics, Vids & Audio
  1. AI or Not: Identify AI Deepfake Images and Audios

  2. Attestiv - Online AI Deepfake Video Detection Tool

  3. PlayHT AI Voice Detector: Test Deepfake Audios & Cloned Voices

  4. Hive Moderation: Detect and Source Deepfake Images & Videos

  5. WeVerify: Detect & Source AI Deepfake News

  6. Reality Defender: Run AI Deepfake Detections for Companies
• Stay Safe: Create Non-Deepfake Videos on Vidnoz AI
  Conclusion

What is a Deepfake Test? Why Do We Need It?

Before talking further about deepfake tests, you’d better know the basics of deepfake.

The word Deepfake is a compound word, which is the combination of the "deep-learning" and "fake". So you know its definition -  machine-generated content that manipulates real photos, videos, or audio. This technology was firstly used by a Reddit user in 2017, who employed AI to create face-swapping films.

Then let’s back to the deepfake test. 

A deepfake test is a process in which trained algorithms spot and even source AI-manipulated media. To detect AI-generated contents more accurately, the deepfake tester also uses deep-learning, specifically Generative Adversarial Networks (GANs) for capturing discrepancies in facial motions, pixel patterns, and speech modulations and distinguishing fakes.

Why Do We Need the Deepfake Test?

• Preventing Scams

Deepfake scams are on the rise. In 2023, scammers used AI face-swapped videos to impersonate a company’s CFO, tricking employees into transferring $25 million. So detecting deepfakes can prevent financial fraud.

• Ensuring Reliable Information

During the 2020 U.S. elections, deepfake videos of some politicians saying fabricated statements surfaced online, misleading thousands of voters. So using deepfake test tools for fact-checking could effectively source accurate news and informed decisions.

Also Read

4 Interesting CNN Fake News Generators Online to Create Breaking Fake News Images/Videos

• Combating Misinformation

In 2019, a deepfake video of Facebook CEO Mark Zuckerberg, which claimed he controlled the world’s data, went viral. While it was an experiment, it shows that manipulated videos can spread false information, damaging reputations quickly, yet no one found that at first.

Quick Deepfake Test: Can You Spot AI Fakes?

1. Is this Deepfake or Real? (Photo)

2. Is this Deepfake or Real?

3. Is this Deepfake or Real

Answers: How Many Deepfakes Do You Spot?

1. It’s a face-swapped photo with a celebrity's look.

The lady’s face looks too smooth and flawless, without any natural wrinkles, textures and other imperfections. Here is the original picture:

2.  It’s a deepfake! The video features real bodies but AI-generated faces. If you slow it down, you’ll notice mismatching head movements, unnatural eye alignment, and facial snapping classic deepfake signs.

3. They’re deepfakes! The overly loud, artificial-sounding voice gives them away.

How to Spot Deepfakes By Yourself? [Practical Tips For References]

Congrats, you spot deepfakes successfully! After trying to identify fake media, you may conclude some tricks. Here’re more tested tips by our team for references:

1. Capture Unnatural Details

• Deepfake Images: You should notice the unnatural lighting, blurry edges, and inconsistent skin textures. You may think that just counting on the character’s fingers, but we have to say that the latest LLM can generate super-realistic images, so checking fingers is not working anymore.
• Deepfake Videos: You'd better watch the full video. If the frame drops frequently, characters blink unnaturally, and the lip movements don’t match the audio, then the video may be created by AI.
• Deepfake Audio: AI-generated voices often lack natural emotions, pauses, and stress. So you can listen for robotic tones or awkward pacing.

Also Read

5 AI Image Detectors Free Online to Easily Test Whether the Images Are Created by AI

2. Check the Metadata of the Image

Metadata is the hidden data in an image file that records details like creation time, camera types, and you can find locations from photos. So you can check the metadata for deepfake identification.

Besides metadata, some AI-generated images (e.g., generated by DALL-E, the image generator of Open AI) often contain invisible watermarks. So you can use tools like JPEGsnoop to analyze metadata and highlight watermarks.

3. Run Fact Checks

For deepfake news identification, it’s necessary to run a fact check, especially for journalism.

To verify information from unknown sites, you can check from following dimensions:

• Logical errors (Does the story make sense?)
• Update date (Is it an old or misleading claim?)
• Source credibility (Is it a trusted news outlet?)
• Reverse image search to find original sources.

4. Use Deepfake Testers

It’s so hard to detect fakes manually because human eyes often miss tiny AI distortions, so using a deepfake tester may be a good choice.

Can AI detect deepfakes? Yes! AI tools can scan every detail and find invisible patterns. And now, there are many AI deepfake testers that can analyze videos, images and audios for deepfake spots and traces.

6 Deepfake Testers to Accurately Detect & Verify Deepfake Pics, Vids & Audio

We found and tried 15+ detectors, and here are the six top deepfake testers worth trying. From AI image detectors to all-in-one verification tools, let’s identify AI-generated content effectively:

1. AI or Not: Identify AI Deepfake Images and Audios

AI or Not is an AI-powered tool designed for the AI deepfake detection of images and audio. It works by analyzing an uploaded image or audio file and determining whether it was generated by AI models like DALL-E, MidJourney, or Stable Diffusion.

• Accuracy Rate: Around 90% for AI-generated images and 85% for AI-generated audio.
• Test Speed: Typically under 10 seconds per file.

How Does It Work?

Step 1.Navigate to AI or Not and Create an Account;

Step 2.From the main screen, click the Upload Image option and create an account;

Step 3.After logging in, you'll find an interface with various options. Click on Drag and Drop and drop the image you want to perform the deepfake test on;

Step 4.Check the Result

Free users will get the results with blur details. You can upgrade to evaluate its results:

2. Attestiv - Online AI Deepfake Video Detection Tool

Attestiv is an AI-powered video analysis tool designed to do deepfake tests, video alterations, and suspicious edits. The tool provides a technical suspicion rating to assess how likely it is that the video has been altered. 

• Accuracy Rate: The system uses advanced AI to detect manipulated content with up to 97% accuracy. However, it still requires human judgment for final verification.
• Test Speed: Scans are completed within minutes, with higher-tier users enjoying faster processing.

How to Use Attestiv:

Step 1.First, you have to sign up to go to the main page of the website.

Step 2.Upload a Video: Drag and drop a file or paste a video URL.

Step 3.Click "Scan Video" to begin the analysis.

Step 4.The scan results will display:

• Technical Analysis: Provides a TSR score (0-100) based on detected manipulations.
• Contextual Analysis: Examines metadata, title, description, and comments.
• Interpret Findings: The platform highlights suspicious elements, prompting users to investigate further.

3. PlayHT AI Voice Detector: Test Deepfake Audios & Cloned Voices

PlayHT Voice Classifier is an AI deepfake detection tool designed to detect AI-generated voices and deepfake audios. By analyzing various audio features using advanced machine learning algorithms, it distinguishes between real and synthetic voices. You can use AI humanizer to test if this tool works for spotting emotional AI-cloned voices. 

• Accuracy Rate: PlayHT AI Voice Detector has an accuracy rate of over 90%, making it fairly reliable for identifying deepfake or cloned voices.
• Test Speed: The testing speed is quite slow. The test speed varies depending on the audio file's complexity. 

How to Use PlayHT:

Step 1.Visit the PlayHT Voice Classifier page;

Step 2.Click on the Upload File button and select the audio file from your device that you want to test for AI deepfake detection.

Step 3.After uploading, the tool will automatically start analyzing the audio. It will process the file and determine if the voice is synthetic (AI-generated) or real.

Step 4.Once the analysis is complete, you’ll see a detailed report on the screen. 

• AI generation: A percentage score that indicates how likely the voice is generated by AI.
• Not AI generated: A breakdown of how much it sounds real.

4. Hive Moderation: Detect and Source Deepfake Images & Videos

Hive Moderation is an AI-powered tool designed to detect deepfake images, videos, and audio. It leverages machine learning models to analyze media and determine authenticity. 

• Accuracy Rate: Hive Moderation offers a high accuracy rate of 98.03% with a false positive rate of only 3%, making it highly reliable for deepfake detection.
• Test Speed: It delivers fast results within 5 seconds.

How to Use Hive Moderation:

Step 1.Visit Hive Moderation deepfake tester.

Step 2.Drag and drop or browse your device to upload an image, video, or audio file.

Step 3.The AI scans and analyzes the file, determining the likelihood of AI-generated content.

Step 4.The tool provides a probability score and details on the detected AI patterns:

5. WeVerify: Detect & Source AI Deepfake News

WeVerify is an open-source platform designed for journalists, researchers, and government agencies to detect AI-generated deepfake news and misinformation. It combines machine learning, blockchain verification, and crowdsourced fact-checking to perform deepfake tests. 

• Accuracy Rate: Hive Moderation offers a high accuracy rate of 98.03% with a false positive rate of only 3%.
• Test Speed: It delivers fast results with a detection speed of under 20 milliseconds.

How to Use the WeVerify Plugin:

Step 1.Visit WeVerify Deepfake Detector. Get the extension from the Chrome Web Store.

Step 2.Click on the extension icon in your browser.

Step 3.Upload an image, video, or enter a news link.

Step 4.Choose OCR, fact-check search, social analysis, or forensic tools.

It reviews AI-generated content probabilities and misinformation indicators.

6. Reality Defender: Run AI Deepfake Detections for Companies

Reality Defender is an AI deepfake detection tool that is designed for enterprises, governments, and financial institutions.

In normal work routines, it can help to spot AI-generated image, video, voice, and text in real time. It also works to spot high-risk deepfakes. For instance, it will address frauds, highlight fake information, and even alert when you’re answering deepfake calls.

Unlike traditional watermark-based detection methods, Reality Defender does not require prior authentication.

How to Use Reality Defender:

Step 1.Visit the Reality Defender website. On the homepage, click on the "Request a Demo" button.

Step 2.Enter your name, email, company details, and purpose for using the tool. Submit the form to proceed.

Step 3.After submission, the Reality Defender team will review your request. They will contact you with further deepfake tests, a demo session, or integration instructions based on your requirements.

Actually, many tech giants are also tackling deepfake detection, such as:

• OpenAI’s Deepfake Image Detector
• Intel’s Real-Time Deepfake Video Catcher
• Microsoft’s Video Authentication Tool

However, those deepfake testers are not yet available to normal users. For individuals and smaller organizations looking to detect deepfakes, we recommend trying publicly accessible AI detection tools like those mentioned above.

Stay Safe: Create Non-Deepfake Videos on Vidnoz AI

Doing face swaps, fabricating and spreading false stories or data, cloning voices and creating misleading media. Those unauthorized AI generations infringe copyrights, leak personal information and may even lead to abuse in personal and professional environments.

For ordinary people like us, what could we do? The answer is choosing and using ethical AI tools.

Vidnoz AI video generator, an online tool for non-deepfake videos easily and quickly, is an ethical AI solution.

Unlike most dangerous deepfake video makers, Vidnoz creates realistic AI avatars based on real humans with official authorization.Additionally, it provides 2000+ video templates with free commercial-use visuals, ensuring compliance and ethical use.

For users, Vidnoz AI achieves ISO/IEC 27001:2022 Certification for Information Security Management, which means it will not sell or leak any personal information. So you can create high-quality videos without the risks of deepfakes and creation loss.

Vidnoz AI is a trustworthy online AI video editor for all businesses, instructors, and content creators looking to create engaging AI videos in a secure and legally allowed manner.

Vidnoz AI - Create Free Engaging AI Video with Talking Avatar

• Easily create professional AI videos with realistic avatars.
• Text-to-speech lip sync voices of different languages.
• 2800+ video templates for multiple scenarios.

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Conclusion

Deepfakes spread false information and even harm people in real life. But AI developes so fast that no one can avoid using them. Doing deepfake tests is crucial to stop harmful fake files spreading.

Generally, to stay safe in a world with so many AI creations, using deepfake testers and ethical tools like Vidnoz AI is just a start.