Breeze Suite capabilities
Explore what you can do with Breeze, then discover specialist tools in Runtime API, Geological Analysis and Core Scanning. Choose a group below to find the relevant features.
Explore capabilities
Breeze
Data Acquisition
Record images with supported cameras and scanners, or import existing hyperspectral data.
Breeze
Data Exploration
Explore spectra, identify objects and build models with machine learning, chemometrics and spectral libraries.
Breeze
Automated Workflows & Applications
Build repeatable workflows, apply analysis to new data, and visualise or export the results.
Module
Runtime API
Run Breeze workflows in external systems for industrial integration, sorting and process monitoring.
Module
Geological Analysis
Interpret mineral signatures with spectral libraries, USGS PRISM MICA and minimum wavelength mapping.
Module
Core Scanning
Connect mineral analysis to core depth with depth registration, segmentation and core logging.
Record
Data Acquisition
The Recorder in Breeze is a user friendly software for easy and efficient data acquisition. It enables the user to connect to the hardware, adjust the settings, and then view the recorded images and spectral data for a quick quality control of the data.
Record
Record from camera
A complete acquisition software that makes it easy to connect your cameras, adjust the settings, and preview your image. Quick set up the first time, and it will automatically connect to your camera the next time.
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Record
Check your data quality
Directly view your recorded images and spectrum for quick and easy quality control of your recorded data. Apply reflectance targets to convert new raw images to reflectance, pseudo absorbance and radiance.
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Record
Control Scanner Table and Field Setups
Breeze Recorder connects to supported scanner tables and field scanners that synchronises with your camera frame rate to provide seamless data acquisition. View list of supported hardware.
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Record
Import Image Files
A wide selection of image file formats, point spectral data and other text and tables are supported.
- Images files: ENVI (bil, bsq, raw), mat, hdf, hyspex, pam, sc, sac, hips, jpg, png, tiff, and more…
- Single spectrum / library data: asd, txt, csv, xls, spc, mcf, mat, and more…
- Other text and data: xls, txt, csv, and more…
Analyze
Data Exploration
Unlock the full potential of hyperspectral imaging with powerful explorative analysis tools. This powerful research toolbox enables you to use multivariate modelling techniques to explore, analyse and understand the information hidden in your images and data. Its flexible graphical user interface provides a wide range of visualisations and a clear interaction between data and graphics makes the exploration fast and effective.
Analyze
PCA for Hyperspectral Data in Breeze
PCA (Principal Component Analysis) in Breeze reduces hyperspectral data complexity by transforming correlated spectral variables into principal components. This helps highlight key patterns for easier visualization and data selection. The PCA descriptor simplifies analysis across multiple images and provides insights into spectral contributions, improving data interpretation and understanding of the chemistry of your materials.
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Analyze
Pixel Explore: Inspect Spectra in Breeze
Pixel Explore is a feature in Prediktera’s Breeze software that allows users to examine hyperspectral images at the pixel level, providing detailed spectral information for each pixel and for selected areas. This tool enables precise selection and analysis of regions of interest within an image, facilitating tasks such as manual segmentation and end-member creation. The image and data can for example be seen as scatter plots, pseudo RGB images and spectral plots.
View documentationAnalyze
Data Analysis & Modelling
Breeze features a comprehensive toolbox for advanced hyperspectral data analysis, including machine learning, chemometric methods, comparison based methods, and band math functions. Seamless Python integration allows users to add custom algorithms. And the support for .ONNX files enables the user to run externally trained custom neural network models. Designed for both experts and beginners, Breeze enhances productivity and speeds up hyperspectral imaging applications.
Analyze
Classification in Breeze Analyze
Perform image analysis on pixel and object level where you have discrete data (i.e. classes A, B or C).
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Analyze
Classification & Quantification in Breeze
Perform image analysis on pixel and object level where you have continuous variables (e.g. %, mg/l etc) using available methods
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Analyze
Machine Learning in Breeze Analyze
Large selection of models that can be manually selected and auto function that proposes the best model based on cross validation. Available models:
- Neural network
- Decision tree
- Support vector machine
- Random forest
- Logistic regression
- Maximum entropy
- Poisson regression
- Linear Regression
Analyze
Chemometrics Tools in Breeze Analyze
Chemometrics models are powerful and fast tools for analysis, diagnostics and visualisation of your data. Available models:
- PLS
- PLS-DA
- Hierarchical PLS-DA,
- SIMCA,
- PCA,
- K-means
- Gaussian mixture model
Analyze
Spectral Library Analysis in Breeze
Generate your own end member spectra in the software or import existing spectral libraries. Then compare with your hyperspectral data to perform the analysis. Available models: Constrained Spectral unmixing and Spectral angle mapper
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Analyze
Band Math in Breeze Analyze
Select from a long list of available band math functions such as Vegetation Indexes, or write your own functions.
View documentation
Analyze
ONNX Neural Networks in Breeze
Import and run externally trained neural network models thanks to our support for the .ONNX file format that can be generated using software like Matlab and PyTorch.
View documentation
Analyze
Python Interface for Breeze Analyze
Run your own Python code for data processing steps in combination with the built in functions and methods in the software
View documentationAnalyze
Object Identification & Segmentation
Breeze includes tools based on machine learning and the latest in neural networks and deep learning, with support for applying customer-provided models such as YOLO and Fast SAM in ONNX format, and custom processing via a Python interface. In addition to this you can do manual selection of regions of interests, and apply pixel binning, pixel coordinates and many others.
Analyze
Spectral-Based Segmentation in Breeze
Apply methods that use the spectral differences in your data to do image segmentation and detect objects, such as machine learning and chemometrics models as well as band method functions.
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Analyze
Shape-Based Analysis in Breeze
Using the spatial information related to the shape of objects, you can apply methods based on deep learning and neural networks. The Breeze software includes the pre-trained FastSAM neural network for shape-based analysis, which can be used directly without any need for additional training. Other models, such as YOLO and Faster R-CNN, must be created and trained externally by the user, then converted to ONNX format for use within the software.
View documentation
Analyze
Other Segmentation Tools in Breeze
Other segmentations based on pixel coordinates or manual selection of ROI are also available options. To make use of the data each pixel can provide, Breeze also includes segmentation options for dividing an object into subsections or selecting a desired amount of pixels from each object.
View documentationAnalyze
Automated Workflows & Applications
Our software offers you the ability to build automated workflows for batch processing capabilities and real-time continuous analysis. By automating repetitive tasks and managing large datasets seamlessly, you can improve efficiency and enable less experienced users to perform advanced data analysis and quickly generate the results from the analysis.
Analyze
Analyse Tree: Visual Workflow Builder
Add your data processing functions such as spectral pre-processing, image segmentation, models and algorithms, outputs and statistics. The user-friendly menu with a large selection of different functions makes this easy and quick.
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Analyze
Build Your HSI Workflow in Breeze
A visual representation of your data processing workflow makes it easy and intuitive to add, remove, or update the different data processing steps. At Prediktera, we call this an Analysis Tree – A tree structure where you can build your own workflow by adding functions to the nodes. The data processing workflow can run both sequential and parallel processing in multiple steps and can easily be shared with colleagues that can use it for their own analysis.
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Analyze
Apply & View Results in Breeze Analyze
Quickly run your workflow one or a few images to test your analysis results, or apply it on hundreds of images with one click. View the results from the analysis in an interactive table with numbers and images.
View documentationAnalyze
Visualization & Reporting
Analyze
Table view
Get a quick overview of the analysis results in a table view that is interactive and provides a clear connection to images and objects.
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Analyze
Export
In our software, importing and exporting images, data and project files is fast and effortless for collaborating or switching PCs. Easily manage your data and share projects and results with just a few clicks.
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Analyze
HTML Report Export
Share the results of your analysis with colleagues that are not using the Breeze software. Get a quick overview of the analysis results in a table view that is interactive and provides a clear connection to images and objects.
View documentationRuntime API
Real-time Integration
The Runtime API module enables you to run your Breeze data processing workflows in real-time, and to integrate this to external systems. The Runtime API module is tailored for industrial applications and is a flexible, robust and fast solution. It requires the Breeze software to build the workflow but can then be purchased separately for runtime operations.
Runtime API
Advanced image processing
Deploy all the advanced data processing features in your workflow from the Breeze software for object detection and classification or quantification analysis.
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Runtime API
Real-Time Analysis
Run your analysis in real time at high speeds and accuracy for sorting and process monitoring applications.
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Runtime API
Integration with existing process systems
Flexible and powerful API enables communication with external systems to both send and receive data and commands, providing you full control of the system. Want to know more about our solutions for Industry? See the Industry solution section.
View documentationGeological Analysis
Geology Analysis
Our software for mineral analysis using hyperspectral imaging offers a fast and easy solution that empowers you to take full control of your mineral analysis and data. Streamline your workflow with automated analysis that can be run by non-experts. It includes several efficient algorithms and modeling techniques allowing for advanced exploration and interpretation of the data. The software comes with a built-in mineral spectral library on a wide range of minerals. Additionally, you have the option to create your own custom library.
Breeze for Geology module streamlines hyperspectral data acquisition and mineralogic interpretation, with depth registration and seamless export to industry-standard formats for efficient core logging. Do you want to know more see the Geology and Mining solution page.
Geological Analysis
USGS PRISM MICA
Material Identification and Classification Algorithm (MICA) Expert System is based on a spectral mineral library and provides USGS PRISM MICA expert system for material classification.
View documentation
Geological Analysis
MWL
Minimum wavelength mapping (MWL) is a tool to find the absorption features within a specified wavelength region.
View documentationCore Scanning
Core Logging
We at Prediktera know the importance of connecting the depth of the core with the analysis, therefore we created our own depth registration tool for both core boxes and drill chips. The user can then create custom intervals for seamless export to industry-standard formats for efficient core logging.
Want to explore Breeze in more detail?
Talk to us about the right configuration, feature set, and workflow for your use case.