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KB "Panorama" has developed the automatic recognition and vectorization service, version 1.4.0. The service has been enhanced with a neural network model for segmenting forests on multispectral (RGB) satellite images with a spatial resolution of 0.6–1.2 m/pixel. The model, based on the "Transformer" architecture, accurately identifies three categories of objects: mature forest, forest regrowth (young tree stands, shrubs), and clear-cuts (areas with recently removed tree cover). Thanks to the attention mechanism inherent in transformers, the neural network can capture global dependencies between all parts of the image. Considering the context of the surrounding terrain allows the neural network to correctly recognize large and extended objects, such as forested areas, and more accurately classify ambiguous areas—for example, distinguishing young regrowth from clear-cuts.
The neural network model was trained on images from regions of the Russian Federation. The achieved segmentation accuracy on the test dataset exceeds 90%. The result of image processing is a vector map of the area, generated by the "Panorama Vision" service using the classifier. Mature forest is mapped as area objects "Dense tall forest" with code 71111110, forest regrowth as "Forest regrowth" with code 71113000, and clear-cuts as "Cleared forest" with code 71112300.
The new capabilities of the "Panorama Vision" service can be used in forestry for monitoring forest resources, planning reforestation, detecting illegal logging, and controlling compliance with allocated cutting area boundaries. Additionally, "Panorama Vision" enables the vectorization of buildings and roads, agricultural field boundaries, and hydrographic objects (rivers, ponds, lakes, etc.).
The service is hosted on KB "Panorama" servers on the Internet. Access is available from the list of applied tasks in : "Launch Applications" - . The latest version of GIS "Panorama" can be downloaded in the section.
Specialists from KB "Panorama" have prepared a video tutorial on the mode of the application task in . This mode is used to create and update waypoints, terminal points and radio navigation aids on the user map "ATS System". The process of plotting and updating key points involves modifying the geometry (point position) and/or semantic characteristics.
The video tutorial demonstrates the configuration of key point parameters before plotting them on the user map. The "Point Filter" field allows selecting database records by date, point type and name. The "Type" field now supports multiple selections of point types. The "Update" button is used for partial updating of point semantics. If a point from the database does not exist on the map, it will be created. By default, this functionality is similar to the "Plot" button but without updating object geometry.
In the key point parameter settings form, an option for coordinate recalculation has been added, which is used to generate west longitude values supplemented to 360 degrees. If points are created with the coordinate recalculation option enabled, routes on the map must also be plotted with the recalculation flag turned on.
The training materials can be accessed in the "Video Tutorials" section.
KB "Panorama" has developed for domestic operating systems "Alt SP" release 10 and "Alt Workstation" version 10. The operating systems are developed by the Russian company "Basalt SPO".
provides remote access to vector maps, remote sensing data and spatial databases for users of , and other programs. Data storage on the server provides protection against illegal viewing, copying, modification and printing. GIS Server supports multi-level interconnection for distributed storage and processing of spatial data with automatic replication and backup. This architecture reduces network load during data transmission by tens of times, speeds up access to information and increases operational reliability. Connection to the server is established via TCP/IP protocol using socket mechanism. The program supports work with spatial databases managed by PostgreSQL DBMS in accordance with OGC 06-103r4 standard: "OpenGIS Implementation Standard for Geographic information - Simple feature access - Part 1: Common architecture". Server configuration is performed through the corresponding parameter file containing user and data lists along with their properties.
is a secure operating system for servers and workstations, certified by FSTEC of Russia (certificate No. 3866). It includes built-in information security tools, making it a reliable solution for working with confidential data. OS "Alt SP" is included in the Unified Register of Russian Software (registration number 4305) and meets security requirements for protected information systems.
is a reliable operating system for home and office, compatible with hardware on any processors. The distribution includes an extensive set of application programs, features intuitive navigation and convenient minimalist interface. The system is included in the Unified Register of Russian Software (registration number 1292), fully complies with free license requirements and is available for free use on home PCs (organizations require a license).
Current versions of GIS Server are available for download in the Download section.
Geoportal has been supplemented with a map of the Lao People's Democratic Republic, formed according to OpenStreetMap data. To work with the map, you can use the program or other software products of KB "Panorama".
The map was led to the modernised classifier of large-scale plans of scale 1: 5 000 (map5000m). Publishing of updates in bank of spatial data is made by using the program of . Publishing contents of bank of spatial data on the geoportal and data access for downloading are implemented by means of .
Free maps on the basis of OpenStreetMap data are available for download on the page "Digital maps".
KB "Panorama" has developed version 7.0.0 for Astra Linux Special Edition, Ubuntu, and MS Windows operating systems. The new version allows integration of administration tools with other information systems. Map Editor capabilities have been expanded, and interaction with the National Spatial Data System (NSDS) has been added.
Storing all application settings in the database ensures integration with existing and developing information systems. In addition to the user list, their roles and permissions, storage of all application project settings, layer catalogs and map component data, user session parameters and other metadata has been implemented.
The Map Editor has expanded user data formats for obtaining object geometry (MIF/MID, SHP, GeoJSON, CSV, DXF, SXF). These same formats can be used when publishing layers as part of maps. The shared point editing mode now allows the use of all editable layers.
The ability to connect more than 60 layers of the National Spatial Data System (NSDS) through their publication in has been added. Search components and state cadastre information retrieval have been updated.
The possibility of extending server API functionality has been implemented. Users can embed their own PHP components, assign routes to them, and add settings in the Application Administrator.
GIS WebServer SE is used in building closed corporate systems with data protection for classified or commercially confidential information. GIS WebServer SE is implemented using toolkit, which can be applied in development tools using JavaScript and TypeScript.
Based on GIS WebServer SE and other server products from KB "Panorama", the has been implemented. RGIS RO is a specialized multifunctional geoportal whose interactive capabilities provide access to reliable information about objects of various categories. RGIS RO is available to a wide range of users – government authorities, citizens, organizations, including potential investors and private companies. The Regional GIS of Ryazan Oblast assists in decision-making across various areas of socio-economic development.
The new version of the program is available in the section.