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Vision AI | Derive Image Insights via ML  |  Cloud Vision API

 3 years ago
source link: https://cloud.google.com/vision
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Vision AI

Derive insights from your images in the cloud or at the edge with AutoML Vision or use pre-trained Vision API models to detect emotion, understand text, and more.

Vision AI

AES, a Fortune 500 global power company, is using drones and AutoML Vision to accelerate a safer, greener energy future.

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Industry leading accuracy

Industry-leading accuracy for image understanding

Google Cloud offers two computer vision products that use machine learning to help you understand your images with industry-leading prediction accuracy.

AutoML Vision

Automate the training of your own custom machine learning models. Simply upload images and train custom image models with AutoML Vision’s easy-to-use graphical interface; optimize your models for accuracy, latency, and size; and export them to your application in the cloud, or to an array of devices at the edge.

Vision API

Google Cloud’s Vision API offers powerful pre-trained machine learning models through REST and RPC APIs. Assign labels to images and quickly classify them into millions of predefined categories. Detect objects and faces, read printed and handwritten text, and build valuable metadata into your image catalog.

Benefits

Detect objects automatically

Detect objects automatically

Detect and classify multiple objects including the location of each object within the image. Learn more about object detection with Vision API and AutoML Vision.

Gain intelligence at the edge

Gain intelligence at the edge

Use AutoML Vision Edge to build and deploy fast, high-accuracy models to classify images or detect objects at the edge, and trigger real-time actions based on local data. AutoML Vision Edge supports a variety of edge devices where resources are constrained and latency is critical. Learn more.

Reduce purchase friction

Reduce purchase friction

With Vision API’s vision product search, retailers can create an engaging mobile experience that enables your customers to upload a photo of an item and immediately see a list of similar items for purchase from you.

Understand text and act on it

Understand text and act on it

Vision API uses OCR to detect text within images in more than 50 languages and various file types. It’s also part of Document Understanding AI, which lets you process millions of documents quickly and automate business workflows.

Detect explicit content

Detect explicit content

Vision API can review your images using Safe Search, and estimate the likelihood that any given image includes adult content, violence, and more.

Use our data labeling service

Use our data labeling service

If you have images for AutoML Vision that aren’t yet labeled, Google has a team of people that can help you annotate images, videos, and text to get high-quality training data. Learn more.

Which vision product is right for you?

You can work with either one, or reap the benefits of both products by using Vision API to quickly categorize content using thousands of predefined labels, and using AutoML Vision to create additional custom labels to suit your specific needs.

AutoML Vision Vision API User interface
Use APIs
Use REST and RPC APIs.
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Use a graphical UI
Use a graphical user interface.
Checkmark Predefined or custom labeling
Classify images using predefined labels
Pre-trained models leverage vast libraries of predefined labels.
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Classify images using custom labels
Train models to classify images via labels you choose.
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Use Google’s data labeling service
Our team can help annotate your images, videos, and text.
CheckmarkCheckmark Deploy at the edge
Deploy machine learning models at the edge
Deploy low-latency, high accuracy models optimized for edge devices.
Checkmark Integrate with ML Kit Additional features
Detect objects
Detect objects, where they are, and how many.
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Enable vision product search
Compare photos to images in your product catalog, and return a ranked list of similar items.
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Detect printed and handwritten text
Use OCR and automatically identify language.
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Detect faces
Detect faces and facial attributes. (Face recognition not supported.)
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Identify popular places and product logos
Automatically identify well-known landmarks and product logos.
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Assign general image attributes
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Detect web entities and pages
Find news events, logos, and similar images on the web.
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Moderate content
Detect explicit content (adult, violent, etc.) within images.
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Celebrity recognition
Identify celebrity faces in images (limited access, see documentation.)
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Vision API customers

The New York Times

The New York Times

Learn how The New York Times uses Google Cloud and Vision API to find untold stories in millions of archived photos.

Box

See how Box brings image recognition and OCR to cloud content management with Vision API.

AutoML Vision customers

Chevron

Chevron

Learn how Chevron uses AutoML Vision to find information that is challenging to get when you need it.

Texas

Texas A&M University

Discover how Texas A&M University researchers are using AutoML Vision to assess and track environmental change.

ZSL

Zoological Society of London

Learn how ZSL is using AutoML to identify animals in vast camera trap datasets to help save endangered species.

GlobalFoundries logo

GlobalFoundries

“Google Cloud AutoML Vision made it easy for our subject matter experts to quickly learn how to navigate and then train the AI. In our factory leading the initiative, 40% of the manual inspection workload has already been successfully shifted to the visual inspection solution we built based on AutoML Vision.”

Highlights from Google Cloud Next ’19

Learn how enterprise customers are gaining valuable intelligence from image data using Google Cloud AI.

AES using drones and AutoML

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AES is using drones and AutoML Vision to make inspecting energy assets safer and more efficient

LG

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LG CNS is using AutoML Vision Edge to accurately detect defects in various products on the assembly line

Nordstrom

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Nordstrom is using Vision Product Search to enable shoppers to easily find products simply by taking a photo

Unilever

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Unilever is using Vision API to gain new insights on consumer behavior and improve ad campaign effectiveness

IDEXX

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IDEXX is using AutoML Vision to automatically organize medical imagery and improve the productivity of their radiologists

Use cases

Industrial inspection

Use AutoML Vision Edge to automate the quality control process in manufacturing by enabling edge devices to identify defects.

Sign up to learn more about our industrial inspection solution.

Industrial inspection

Pricing

Vision AI products Pricing guide Vision API Pricing Vision product search Pricing AutoML Vision Pricing AutoML Vision Edge Pricing

Resources

Gartner 2020 Magic Quadrant for Cloud AI Developer Services

Forrester New Wave™: Computer Vision (CV) Platforms, Q4 2019

AutoML Vision Documentation - for models in the cloud and on edge devices

AI Adventures: AutoML Vision, Part 1

AI Adventures: AutoML Vision, Part 2

Vision API Documentation

Vision Product Search Documentation

Google Cloud Solutions for Energy

Machine Learning APIs by Example

Google Cloud Podcast #109: Cloud AutoML Vision

Google Cloud Solutions for Retail

Take courses and hands-on labs

Detect Labels, Faces, and Landmarks in Images with the Cloud Vision API

Cloud Vision API from a Kubernetes Cluster

Classify Images of Clouds in the Cloud with AutoML Vision

Scan User-generated Content using Cloud Vision and Video Intelligence APIs

Using the Cloud Vision API with Ruby

More Google Cloud AI Courses and Hands-on Labs

Machine Learning APIs

APIs Explorer: Qwik Start

Extract, analyze, and translate text from images with the Cloud ML APIs

Google Cloud

Get started

Integrate computer vision into your applications

Get started now with AutoML Vision, AutoML Vision Edge, Vision API, or Vision Product Search.

Learn more about the product launch stages.

Cloud AI products comply with the Google Cloud SLA policies. They may offer different latency or availability guarantees from other Google Cloud services.


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