Annotation tools

• VGG Image Annotator
• Supervisely
• CVAT
• Allmaps

Preprocessing tools

• PatchIT: extraction of patches from images based on user-defined geometrical and spatial criteria

Geospatial frameworks

• TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
• TorchSpatial: Location encoding and spatial representation learning
• MapReader: Pipelines for classifying and spotting text on maps
• MapKurator: Pipeline to process a large amount of scanned historical map images for text extraction
• GeoAI: Python package for integrating artificial intelligence with geospatial data analysis and visualization

Deep learning frameworks

• PyTorch (Lightning)
• TensorFlow (keras)

Computing frameworks

• JAX
• Numba

Model Exchange

• HuggingFace
• ONNX

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