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VerifIoU - Robustness of Object Detection to Perturbations

arXiv — cs.CV•Friday, October 31, 2025 at 4:00:00 AM
PositiveArtificial Intelligence
A new approach called Interval Bound Propagation (IBP) has been introduced for verifying object detection models, focusing on the Intersection over Union (IoU) metric. This method is significant because it enhances the reliability of object detection systems, which are crucial in various applications like autonomous vehicles and image recognition. The open-source code, IBP IoU, is compatible with existing verification tools, making it accessible for developers and researchers. This advancement could lead to improved safety and accuracy in technologies that rely on object detection.
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