The ecosystem integrates plugins for IntelliJ IDEA and Visual Studio Code with a centralized backend capable of generating anonymized source code minimaps and analyzing them using machine learning and computer vision models.
The platform supports:
Project identification
Author-style analysis
Visual software analytics
The backend models were trained using large-scale minimap datasets containing hundreds of thousands of source code representations spanning multiple programming languages, including Java, Python, JavaScript, C, PHP, Go, Ruby, and Kotlin.
This work builds upon previous research on source code minimaps, software visualization, and explainable AI for software engineering.
#SoftwareEngineering #MachineLearning #SoftwareVisualization #ProgramComprehension #DeepLearning #VSCode #IntelliJ #AI #SourceCode #ComputerVision
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MinimapSignatures: Visual Source Code Analysis Across Multiple IDEs | NatokHD