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    Open-source toolkit shows where vision AI models look and when they guess▼New open-source toolkit reveals where vision models look, and flags when they are guessing✉newsTechnologySoftware4 d ago

    A new open-source toolkit for computer vision research has been released that visualises where vision models focus their attention when interpreting images and flags cases where the model is likely guessing rather than recognising patterns. The tool aims to make AI image-recognition systems more transparent and easier to debug, helping researchers identify unreliable predictions before deployment.

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    Open-Source Python Suite Turns Cheap Cameras Into 3D Motion Trackers▼Open-Source Python Suite Turns Cheap Cameras Into 3D Structural Motion Trackers✉newsTechnologySoftware4 d ago

    A new open-source Python toolkit has been released that lets ordinary low-cost cameras track the 3D motion of structures such as buildings or bridges. Instead of expensive sensor arrays, the software reconstructs structural movement in three dimensions from standard video, making structural health monitoring far cheaper and more accessible to engineers and researchers worldwide.

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