This content originally appeared on DEV Community and was authored by Eden AI
In this article, we will introduce our top 10 Face Detection APIs and how to choose and access the right engine according to your data.
What is Face Detection?
What does Face Detection do?
Face Detection API is a technology that enables computers to recognize and locate human faces within an image or video. This technology uses Computer Vision and Machine Learning algorithms to detect and identify faces, and then outputs information about the location, size, and associates characteristics such as age, gender, emotion to it.
Face Detection APIs can be integrated into other applications and systems and can be used for a variety of purposes, such as face recognition, face tracking, and facial expression analysis.
Top 10 Face Detection APIs
1. api4ai - Available on Eden AI
api4ai’s Face Detection API can be tailored to specific use cases, easily integrated, and is known for its speed and accuracy. The user-friendly API is cost-effective and provides consistent results, making it an attractive option for businesses and organizations in need of a comprehensive and flexible face detection solution.
2. AWS - Available on Eden AI
Amazon Rekognition can detect faces in images and videos. This section covers non-storage operations for analyzing faces. With Amazon Rekognition, you can get information about where faces are detected in an image or video, facial landmarks such as the position of eyes, and detected emotions (for example, appearing happy or sad). When you provide an image that contains a face, Amazon Rekognition detects the face in the image, analyzes the facial attributes of the face, and then returns a percent confidence score for the face and the facial attributes that are detected in the image.
3. Clarifai - Available on Eden AI
Clarifai is a leading provider of artificial intelligence for unstructured image, video, and text data. The company helps organizations transform their images, video, and text data into structured data significantly fast and accurately. Their state-of-the-art Face Detection Model can differentiate faces based on only a small number of sample images. Alignment and transformation technology allow you to automatically recognize faces from any angle.
4. DeepAI
DeepAI's mission is to accelerate the world's transition to artificial intelligence through offering an A.I. agent that anyone can teach performing a task, in addition to making the latest research and information more accessible through DeepAI. Their face detection API detects and recognizes faces in any image or video frame. By leveraging a deep neural network trained on small, blurry, and shadowy faces of all ages, this service is able to automatically detect faces with a high level of accuracy.
5. Google Cloud - Available on Eden AI
Google Cloud Vision API - a cloud-based Face Detection API provided by Google, offers a comprehensive and reliable solution for Face Detection, which makes it a popular choice for businesses and organizations of all sizes. In addition, The API provides an intuitive and user-friendly interface for developers to access its features and functionality.
6. Imagga
Imagga is a computer vision artificial intelligence company. The API features auto-tagging, auto-categorization, face recognition, visual search, content moderation, auto-cropping, color extraction, custom training and ready-to-use models. Available in the Cloud and on On-Premise, it is currently deployed in leading digital asset management solutions and personal cloud platforms and consumer facing apps.
7. Microsoft Azure - Available on Eden AI
The Azure Face service provides AI algorithms that detect, recognize, and analyze human faces in images. Facial recognition software is important in many different scenarios, such as identity verification, touchless access control, and face blurring for privacy. Face detection is required as a first step in all the other scenarios. The API detects human faces in an image and returns the rectangle coordinates of their locations. It also returns a unique ID that represents the stored face data, which is used in later operations to identify or verify faces.
8. PicPurify - Available on Eden AI
PicPurify provides a reliable and advanced Face Detection API, offering real-time processing, flexibility, and high-quality results. This API remains the go-to choice for a robust face detection solution.
9. Sightengine
Sightengine is an Artificial Intelligence company that empowers developers and businesses. Their powerful image and video analysis technology is built on proprietary state-of-the-art Deep Learning systems and is made available through simple and clean APIs. The API’s endpoint can detect and position faces in real-time.
10. Skybiometry - Available on Eden AI
Skybiometry provides a highly accurate and efficient Face Detection API that enables businesses to quickly and easily identify and analyze faces in images and videos. The API is known for its ability to process large volumes of data in real-time, making it a scalable and cost-effective solution for businesses of all sizes.
DeepFace (Bonus - Open Source)
DeepFace is a deep learning facial recognition system created by a research group at Facebook. It identifies human faces in digital images. The program employs a nine-layer neural network with over 120 million connection weights and was trained on four million images uploaded by Facebook users. DeepFace is a lightweight face recognition and facial attribute analysis (age, gender, emotion and race) framework for python. It is a hybrid face recognition framework wrapping state-of-the-art models: VGG-Face, Google FaceNet, OpenFace, Facebook DeepFace, DeepID, ArcFace and Dlib.
Experiments show that human beings have 97.53% accuracy on facial recognition tasks whereas those models already reached and passed that accuracy level.
Some Face Detection API use cases
You can use Face Detection in numerous fields. Here are some examples of common use cases:
- Security and Surveillance: identify quickly and accurately individuals, improving safety and security.
- Retail and Marketing: analyze consumer behavior and preferences, allowing them to personalize their marketing efforts.
- Healthcare: develop a system for patient identification and authentication.
- Law Enforcement: identify suspects and improve public safety.
- Banking and Finance: improve their authentication and verification processes, ensuring secure transactions.
- Gaming and Entertainment: create immersive and interactive experiences for users by allowing them to control characters with their facial expressions.
- Education: facilitate student attendance tracking and identity verification.
Why choose Eden AI to manage your APIs
Companies and developers from a wide range of industries (Social Media, Retail, Health, Finances, Law, etc.) use Eden AI’s unique API to easily integrate Face Detection tasks in their cloud-based applications, without having to build their own solutions.
Eden AI offers multiple AI APIs on its platform amongst several technologies: Text-to-Speech, Language Detection, Sentiment analysis API, Summarization, Question Answering, Data Anonymization, Speech recognition, and so forth.
We want our users to have access to multiple Face Detection engines and manage them in one place so they can reach high performance, optimize cost and cover all their needs. There are many reasons for using multiple APIs:
Fallback provider is the ABCs
You need to set up a provider API that is requested if and only if the main Face Detection API does not perform well (or is down). You can use confidence score returned or other methods to check provider accuracy.
Performance optimization.
After the testing phase, you will be able to build a mapping of providers performance based on the criteria you have chosen (languages, fields, etc.). Each data that you need to process will then be sent to the best Face Detection API.
Cost - Performance ratio optimization.
You can choose the cheapest Face Detection provider that performs well for your data.
Combine multiple AI APIs.
This approach is required if you look for extremely high accuracy. The combination leads to higher costs but allows your AI service to be safe and accurate because Face Detection APIs will validate and invalidate each other for each piece of data.
How Eden AI can help you?
Eden AI has been made for multiple AI APIs use. Eden AI is the future of AI usage in companies. Eden AI allows you to call multiple AI APIs.
- Centralized and fully monitored billing on Eden AI for all Face Detection APIs
- Unified API for all providers: simple and standard to use, quick switch between providers, access to the specific features of each provider
- Standardized response format: the JSON output format is the same for all suppliers thanks to Eden AI's standardization work. The response elements are also standardized thanks to Eden AI's powerful matching algorithms.
- The best Artificial Intelligence APIs in the market are available: big cloud providers (Google, AWS, Microsoft, and more specialized engines)
- Data protection: Eden AI will not store or use any data. Possibility to filter to use only GDPR engines.
You can see Eden AI documentation here.
Next step in your project
The Eden AI team can help you with your Face Detection integration project. This can be done by :
- Organizing a product demo and a discussion to better understand your needs. You can book a time slot here: Contact
- By testing the public version of Eden AI for free: however, not all providers are available on this version. Some are only available on the Enterprise version.
- By benefiting from the support and advice of a team of experts to find the optimal combination of providers according to the specifics of your needs
- Having the possibility to integrate on a third-party platform: we can quickly develop connectors
Create your Account on Eden AI
This content originally appeared on DEV Community and was authored by Eden AI
Eden AI | Sciencx (2023-03-08T16:03:26+00:00) Top 10 Face Detection APIs. Retrieved from https://www.scien.cx/2023/03/08/top-10-face-detection-apis/
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