Mustatil

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An AI trainer. Detect whatever you want on maps at GIS-level standards. Archeology tool for fast detection of archeological sites with Yolo, R-CNN, RF-DETR, LAE-Dino and more AI models. For archeology and GIS tasks. Geospatial AI Workspace for annotation, training, detection and visual pipelines. Mustatil is an offline desktop workspace for AI-assisted image analysis, object detection, annotation, model training, satellite imagery workflows, and geospatial export. The app is designed for large images, satellite maps, raster data, remote-sensing workflows, archaeological research, mapping, and computer-vision projects. It combines annotation tools, YOLO-based detection, model training, tiled large-image inference, satellite-map workflows, visual pipeline building, false-positive review, and GIS-style export in one local desktop application. Mustatil can help users create and manage training data, train AI detection models, run object detection on large imagery, review detections visually, filter false positives, and export results for GIS workflows such as GeoPackage and GeoJSON. The application runs locally on the user’s device. Project files, annotations, model files, logs, detection results, and exported files are stored locally unless the user explicitly exports, uploads, or shares them through external tools or services. Mustatil is suitable for research, archaeology, remote sensing, mapping, geospatial analysis, machine learning, and computer-vision workflows where large-image processing and local control are important.

RF-DETR Trainer

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RF-DETR Trainer is a desktop application for training, testing, and experimenting with RF-DETR based object detection workflows on Windows. It is designed for users working with custom datasets, GIS imagery, remote-sensing data, aerial images, satellite imagery, and large raster-based computer vision projects. The app provides a visual workflow for preparing object detection projects, configuring training settings, testing models, and working with geospatial AI tasks without relying only on command-line scripts or cloud notebooks. It is especially useful for GIS users, researchers, archaeologists, remote-sensing specialists, and developers who want to train and evaluate detection models locally. RF-DETR Trainer focuses on practical object detection workflows for spatial imagery, including tiled datasets, custom classes, local model testing, and backbone experimentation. It can be used for archaeological remote sensing, environmental mapping, infrastructure detection, landscape analysis, aerial survey interpretation, and other GIS-related detection tasks. The goal of RF-DETR Trainer is to make RF-DETR training and geospatial object detection more accessible through a dedicated Windows desktop interface. Product features Train RF-DETR based object detection models Prepare and manage custom detection datasets Work with GIS, satellite, and aerial imagery workflows Test object detection models locally on Windows Use custom object classes and project-based training setups Experiment with model and backbone settings Designed for remote sensing, archaeology, mapping, and geospatial AI Local desktop workflow without requiring cloud notebooks Suitable for research, prototyping, and custom computer vision projects Short description A Windows desktop tool for training and testing RF-DETR object detection models with a focus on GIS, satellite imagery, aerial imagery, and remote-sensing workflows.

Mustatil Legacy

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Mustatil Legacy is a local desktop AI and GIS application for large-image detection, annotation, model training, and geospatial export. It is the permanently free version of the software Mustatil. It is version 5.6 of Mustatil. The app is designed for workflows involving large raster images, satellite imagery, GeoTIFF files, archaeology, remote sensing, mapping, and computer vision datasets. It allows users to run object detection on large images, review and annotate detections, manage classes, export results, and prepare datasets for AI model training. Mustatil Legacy runs locally on your Windows device. User-selected images, models, annotations, project files, logs, and exports remain on the local computer unless the user manually shares them outside the app. Key features include: * Large image and GeoTIFF detection workflows * YOLO-based tiled detection * Detection preview with class filtering * Annotation tools with editable class selection * Add and delete annotation classes * Export detections and metadata to GeoPackage * Export crops for dataset creation * YOLO training dataset preparation * Local project folders for images, labels, annotations, exports, and weights * Offline-first desktop workflow * Support for AI/GIS research, archaeology, remote sensing, and mapping tasks Mustatil Legacy is intended for researchers, GIS users, remote sensing workflows, archaeology projects, and users who need local AI-assisted image analysis without relying on cloud processing.

Supreme Maps Downloader

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Supreme Maps Downloader Pro is a powerful desktop application for downloading, previewing, and exporting high-resolution map imagery and LiDAR data. It is designed for GIS specialists, researchers, surveyors, archaeologists, urban planners, remote-sensing professionals, and anyone who works with large geospatial datasets. The integrated interactive map allows you to navigate to the required location, define an exact geographic bounding box, preview the selected imagery, and configure the download before starting the export. Geographic coordinates can be entered manually or selected directly on the map, giving you precise control over the output area. Supreme Maps Downloader Pro supports a wide range of common map-server technologies, including XYZ, TMS, QuadKey, WMTS, WMS, and ArcGIS REST services. Custom URL templates can be entered directly, making the application suitable for public, private, commercial, and self-hosted tile servers. Downloaded imagery can be exported as a georeferenced GeoTIFF or BigTIFF, allowing the resulting files to be opened directly in compatible GIS applications. BigTIFF support is especially useful for very large areas that exceed the standard TIFF size limit. The native export workflow writes the downloaded data efficiently and helps reduce unnecessary memory consumption during large jobs. The application includes configurable download zoom levels, preview zoom settings, parallel processing options, output-file selection, progress information, and a detailed activity log. Its native processing engine is designed to handle large tile collections efficiently while keeping the workflow clear and manageable. A dedicated LiDAR workspace provides access to compatible elevation and point-cloud data sources. This makes Supreme Maps Downloader Pro suitable for projects involving terrain analysis, surface modelling, infrastructure inspection, environmental research, archaeology, and three-dimensional geospatial analysis.