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Main

Breeze

Documentation

Segmentations

Axis percentage (segmentation)
Camera (segmentation)
Deep learning segmentation
Depth interval registration (segmentation)
Depth registration (segmentation)
Frames (segmentation)
Grid and insets
Group (segmentation)
Horizontal interval
Intensity
Manual selection (segmentation)
Model
Model Expression
Pixel class from external file
Pixel coordinates
Python script (segmentation)
Representative spectrum
Shapefile
Structure
Unmixing (segmentation)

Descriptors

Area of subsamples
Axis percentage (descriptor)
Band math

Classification of categories

Hierarchical classification

Actions

Dark reference (Action)
Log to file (Action)
Lucid Control (Action)
Web service (Action)
White reference (Action)

Pretreatments
File format

Guides

Installation and getting started

Installing Java
Mac Install Guide

Breeze system overview

Breeze HySpex Recorder

Breeze HySpex Recorder Guide

Licensing

How to activate your 30 days free trial license
How to activate your license using activation code
How to activate your license using login
How to activate your license offline

Breeze log files and troubleshooting

Hardware guides

Supported hardware
Hardware and settings guide
HySpex hardware installation
Specim hardware installation guide
Specim FX50
Unispectral
INNO-SPEC
Resonon
Basler
IDS
HAIP Solutions
Qtechnology
HTTP Sample Mover
LucidControl Sample Mover
Prediktera Data Server
Detection Technology camera

Dark and White References

Spectral imaging
Reference averaging
Continuously update stored white reference based on the dark reference
Store White and Dark references
Changing spectra

Recorder

Machine Learning

Classification (ML training)
Quantification (ML training)
Import of ONNX model
ONNX image segmentation
Training ONNX model using external python script file
Enabling GPU acceleration

Importing data
Spectrum Viewer
Segmentation guide
Workflow descriptor guide
Workflow limits guide

Workspace guide

Breeze properties

Spectral angle mapper (SAM) guide
Create end members
Depth registration
Pixel Mask

Editing images

Crop image
Merging images

Using multiple cameras

Exporting data

Export to CSV text file
Export predicted data

Workspace Settings

Measurement Name Template
Histogram smoothing
Wavelength matching

Project options

Tutorials

Nut classification

Intro to Breeze: Classification of nuts step 1
Classification of nuts step 2
Classification of nuts step 3

Powder quantification

Quantification of powder samples

Plastic Classification

Geo

Breeze Geo Logging and classifying of the drill core
Peru Mineral Mosaic SAM Classification

Air

Field Shapefile Classification

Video

Quantification of powder samples (Video)
Classification of nuts step 1 (Video)
Classification of nuts step 2 (Video)
Breeze 2021.1 New Machine Learning Methods

Product information

v2024.2 (May 29, 2024)
v2024.1 (January 25, 2024)
v2023.3 (October 5, 2023)
v2023.2 (April 4, 2023)
v2023.1 (January 19, 2023)
v2022.2 (October 24, 2022)
v2022.1 / v2022.1.5 (March 1, 2022)
v2021.1 (May 3, 2021)
v2020.1 (December 2, 2020)

Articles

Modelling

Cross-validation

Evince

Guides

Script Manual
Evince hyperspectral file format

License activation

How to activate your 30 days free trial license
How to activate your license using activation code
How to activate your license using login
How to activate your license offline

Tutorials

Classification of Tablets
Quantification of powder

Video

Importing your images (Video)
Overview of the user interface (Video)
Explore the spectral data in your image (Video)
Create PCA of your image data (Video)
Classification of image data using PLS-DA (Video)
Quantification of image data using PLS (Video)

Documents

Release Notes

v2.7.22 (May 29, 2024)
v2.7.21 (January 25, 2024)
v2.7.20 (October 5, 2023)
v2.7.19 (April 4, 2023)
v2.7.18 (January 19, 2023)
v2.7.17 (October 27, 2022)
v2.7.16
v2.7.15
v2.7.14
v2.7.13
v2.7.12
v2.7.11
v2.7.10

Installing Java

Breeze Runtime

Guides

Introduction to Breeze Runtime development
Developers reference guide
Event Server
Diagnostics

Code examples

Python client example
Python Apply Changes example

Breeze Runtime as a Windows Service
Recording Runtime data
Breeze Client
Breeze Runtime Demo

Tutorials

Runtime Classification of nuts

Main

Documentation

Segmentations

Axis percentage (segmentation)
Camera (segmentation)
Deep learning segmentation
Depth interval registration (segmentation)
Depth registration (segmentation)
Frames (segmentation)
Grid and insets
Group (segmentation)
Horizontal interval
Intensity
Manual selection (segmentation)
Model
Model Expression
Pixel class from external file
Pixel coordinates
Python script (segmentation)
Representative spectrum
Shapefile
Structure
Unmixing (segmentation)

Descriptors

Area of subsamples
Axis percentage (descriptor)
Band math

Classification of categories

Hierarchical classification

Actions

Dark reference (Action)
Log to file (Action)
Lucid Control (Action)
Web service (Action)
White reference (Action)

Pretreatments
File format

Guides

Installation and getting started

Installing Java
Mac Install Guide

Breeze system overview

Breeze HySpex Recorder

Breeze HySpex Recorder Guide

Licensing

How to activate your 30 days free trial license
How to activate your license using activation code
How to activate your license using login
How to activate your license offline

Breeze log files and troubleshooting

Hardware guides

Supported hardware
Hardware and settings guide
HySpex hardware installation
Specim hardware installation guide
Specim FX50
Unispectral
INNO-SPEC
Resonon
Basler
IDS
HAIP Solutions
Qtechnology
HTTP Sample Mover
LucidControl Sample Mover
Prediktera Data Server
Detection Technology camera

Dark and White References

Spectral imaging
Reference averaging
Continuously update stored white reference based on the dark reference
Store White and Dark references
Changing spectra

Recorder

Machine Learning

Classification (ML training)
Quantification (ML training)
Import of ONNX model
ONNX image segmentation
Training ONNX model using external python script file
Enabling GPU acceleration

Importing data
Spectrum Viewer
Segmentation guide
Workflow descriptor guide
Workflow limits guide

Workspace guide

Breeze properties

Spectral angle mapper (SAM) guide
Create end members
Depth registration
Pixel Mask

Editing images

Crop image
Merging images

Using multiple cameras

Exporting data

Export to CSV text file
Export predicted data

Workspace Settings

Measurement Name Template
Histogram smoothing
Wavelength matching

Project options

Tutorials

Nut classification

Intro to Breeze: Classification of nuts step 1
Classification of nuts step 2
Classification of nuts step 3

Powder quantification

Quantification of powder samples

Plastic Classification

Geo

Breeze Geo Logging and classifying of the drill core
Peru Mineral Mosaic SAM Classification

Air

Field Shapefile Classification

Video

Quantification of powder samples (Video)
Classification of nuts step 1 (Video)
Classification of nuts step 2 (Video)
Breeze 2021.1 New Machine Learning Methods

Product information

v2024.2 (May 29, 2024)
v2024.1 (January 25, 2024)
v2023.3 (October 5, 2023)
v2023.2 (April 4, 2023)
v2023.1 (January 19, 2023)
v2022.2 (October 24, 2022)
v2022.1 / v2022.1.5 (March 1, 2022)
v2021.1 (May 3, 2021)
v2020.1 (December 2, 2020)

Articles

Modelling

Cross-validation

Breadcrumbs

Breeze
Video

On this Page

Classification of nuts step 2 (Video)

https://youtu.be/BwG-5fctJ4g

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