Examples | Coral (2024)

Code examples and project tutorials to build intelligent devices with Coral

Coral examples link

Simple code examples showing how to run pre-trained models on your Coral device. More pre-trained models are on our Models page.

Note: These examples are not compatible with the Dev Board Micro—instead see the coralmicro examples.

MoveNet pose estimation

This example shows how to use the high-performance MoveNet model to detect human poses from images, and can be used with the high-speed "lighting" model or high-accuracy "thunder" model.

videocam

Image recognition with video

Multiple examples showing how to stream images from a camera and run classification or detection models with the TensorFlow Lite API. Each example uses a different camera library, such as GStreamer, OpenCV, PyGame, and PiCamera.

videocam

Object tracking with video

This example takes a camera feed and tracks each uniquely identified object, assigning each object with a persistent ID. The example detection script allows you to specify the tracker program you want to use (the Sort tracker is included).

videocam

Person segmentation with video

This example takes in a camera feed and performs body-part segmentation using the BodyPix model (with both MobileNet v1 and ResNet50 backbones). In addition to identifying different body parts, it can anonymize people from images.

videocam

PoseNet pose estimation with video

Multiple examples showing how to use the PoseNet model to detect human poses from images and video, such as locating the position of someone’s elbow, shoulder or foot.

Semantic segmentation

This example performs semantic segmentation on an image. It takes an image as input and creates a new version of that image showing which pixels correspond to each recognized object.

Keyphrase detector

A few examples using a keyphrase detection model that can detect over 140 short phrases such as "start game" and "next song." Includes a snake game and a YouTube player that respond to voice commands.

Pipelined image classification

An example showing how to pipeline a model across multiple Edge TPUs, allowing you to significantly increase throughput for large models such as Inception.

Basic object detection

An example that performs object detection with a photo and draws a square around each object. Also works with face detection models.

Partner examples link

More examples that use ML tools from our partners.

Sound categorization with balenaCloud

This tutorial teaches you how to deploy a Coral Dev Board with a pre-trained sound categorization model, and use a balenaCloud backend to manually review the classifications.

Fleet management with balenaCloud

This example uses balenaCloud to deploy an object detection model to a Dev Board and view live inferencing from a web page.

Project tutorials link

Instructions and source code to help you bring local AI into the real world.

Alto

An open source AI experiment that introduces the basics of machine learning by helping you build a teachable object using a Raspberry Pi Zero and the Coral USB Accelerator.

Teachable Sorter

A physical machine that you can teach to rapidly recognize and sort objects using your own custom machine learning models.

Smart Bird Feeder

A smart bird feeder that uses an image classification model to identify birds, record animal visits, and deter squirrels from stealing bird seed.

Banana Seeker Robot

A Raspberry Pi-based robot that chases bananas. This project uses some basic object tracking software and a pre-trained object detection model.

Embedded Teachable Machine

A machine that can quickly learn to recognize new objects by re-training a vision classification model directly on your device.

Minigo

An implementation of AlphaGo Zero called Minigo, which uses machine learning to play the strategy board game "go" at expert levels.

Examples | Coral (2024)

FAQs

What are good questions about coral reefs? ›

Coral Reef Questions
  • In what parts of the world are coral reefs located?
  • Are there any coral reefs in the Arctic Ocean?
  • What is coral? ( ...
  • Draw a picture of a coral polyp or several polyps together.
  • What are cnidae and nematocysts?
  • How does coral get food? ...
  • What are zooxanthellae and why are they important?

What are the examples of coral? ›

The most common hard coral species are Boulder Star, Montastrea annularis, Great Star, Montastrea cavernosa, Massive Starlet, Siderastrea siderea, Mustard Hill, Porites astroides, and Grooved Brain, Colpophyllia natans.

What is the coral answer? ›

Coral is a class of colonial animal that is related to hydroids, jellyfish, and sea anemones. It is made up of thousands of tiny animals called polyps. Corals also provide habitat for a large variety of marine life, including various sponges, oysters, clams, crabs, sea stars, sea urchins, and many species of fish.

What are coral polyps and give an example? ›

Coral polyps are tiny, soft-bodied organisms related to sea anemones and jellyfish. At their base is a hard, protective limestone skeleton called a calicle, which forms the structure of coral reefs. Reefs begin when a polyp attaches itself to a rock on the sea floor, then divides, or buds, into thousands of clones.

What are 5 dangers to coral reefs? ›

Pollution, overfishing, destructive fishing practices using dynamite or cyanide, collecting live corals for the aquarium market, mining coral for building materials, and a warming climate are some of the many ways that people damage reefs all around the world every day.

What are 5 importance of coral reefs? ›

Benefits of coral reef ecosystems

Coral reefs protect coastlines from storms and erosion, provide jobs for local communities, and offer opportunities for recreation. They are also are a source of food and new medicines. Over half a billion people depend on reefs for food, income, and protection.

What eats coral reefs? ›

Fish, marine worms, barnacles, crabs, snails and sea stars all prey on the soft inner tissues of coral polyps. In extreme cases, entire reefs can be devastated if predator populations become too high. Coral reefs may recover from periodic traumas caused by weather or other natural occurrences.

What are 5 facts about coral? ›

Seven Surprising Facts about Coral
  • 1: Corals Are Animals. ...
  • 2: Corals Can Be Fluorescent. ...
  • 3: Corals Eat Plankton/Small Fish. ...
  • 4: There Are Hundreds of Coral Species of All Colors, Shapes and Sizes. ...
  • 5: Corals Can Move. ...
  • 6: Corals Support 25 Percent of Ocean Life. ...
  • 7: Climate Change Is the Biggest Threat to Corals.
Nov 24, 2021

What type of coral live in coral reefs? ›

There are two main types of corals: hard corals and soft corals. Hard corals, like elkhorn coral and staghorn coral, grow in colonies and are often referred to as “reef-building corals.” Hard corals create skeletons out of calcium carbonate, a hard substance that eventually becomes rock.

How do coral reefs grow? ›

Coral reefs begin to form when free-swimming coral larvae attach to submerged rocks or other hard surfaces along the edges of islands or continents. As the corals grow and expand, reefs take on one of three major characteristic structures—fringing, barrier, or atoll.

Are corals alive? ›

Although corals are mistaken for non-living things, they are live animals. Corals are considered living animals because they fit into the five criteria that define them (1. Multicellular; 2. Consumes other organisms for food; 3.

What are coral reefs made of? ›

A coral reef is made of thin layers of calcium carbonate

Coral polyps form a living mat over a calcium carbonate skeleton. Stony corals (or scleractinians) are the corals primarily responsible for laying the foundations of, and building up, reef structures.

What is coral and example? ›

Corals are invertebrate animals belonging to a large group of colourful and fascinating animals called Cnidaria. Other animals in this group that you may have seen in rock pools or on the beach include jelly fish and sea anemones.

What is an example of a coral origin? ›

Answer: Lakshadweep is a group of islands having Coral Origin. In India, A group of islands is called an archipelago. The Lakshadweep is located on the shore of Kerala in the south region. The coral origin has its habitat and other exotic species and marine species.

How old are coral reefs? ›

Most established shallow water coral reefs are 5,000 – 10,000 years old. Deep-sea corals grow very slowly. Some species only grow about 10 millimeters per year. A colony of black coral was determined to be 4,265 years old and are the oldest known marine organisms.

What are 5 interesting facts about coral reefs? ›

Seven Surprising Facts about Coral
  • 1: Corals Are Animals. ...
  • 2: Corals Can Be Fluorescent. ...
  • 3: Corals Eat Plankton/Small Fish. ...
  • 4: There Are Hundreds of Coral Species of All Colors, Shapes and Sizes. ...
  • 5: Corals Can Move. ...
  • 6: Corals Support 25 Percent of Ocean Life. ...
  • 7: Climate Change Is the Biggest Threat to Corals.
Nov 24, 2021

Which coral reefs are most at threat? ›

Threats in Different Coral Reef Regions

Indonesia has the largest area of threatened coral reefs, with fishing threats being the main stressor on coral reefs. More than 75% of the coral reefs in the Atlantic are threatened.

What are 3 conditions for coral reefs? ›

They contain some of the most colorful and varied forms of life on earth. Thousands of living organisms rely on coral reefs for survival. For corals to really survive and thrive they need to have these three factors, the right temperature, the right depth, and strong enough wave action to bring in nutrients.

What do coral reefs tell us? ›

By studying reefs, we can try to understand how ocean temperature, atmospheric carbon dioxide levels, and sea level changed in over millions of years. Coral reefs are also rich ecosystems.

Top Articles
Latest Posts
Article information

Author: Lilliana Bartoletti

Last Updated:

Views: 5710

Rating: 4.2 / 5 (53 voted)

Reviews: 92% of readers found this page helpful

Author information

Name: Lilliana Bartoletti

Birthday: 1999-11-18

Address: 58866 Tricia Spurs, North Melvinberg, HI 91346-3774

Phone: +50616620367928

Job: Real-Estate Liaison

Hobby: Graffiti, Astronomy, Handball, Magic, Origami, Fashion, Foreign language learning

Introduction: My name is Lilliana Bartoletti, I am a adventurous, pleasant, shiny, beautiful, handsome, zealous, tasty person who loves writing and wants to share my knowledge and understanding with you.