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27 OCT 2026 · Paper

Quaternion Approximate Networks for Enhanced Image Classification and Oriented Object Detection

This paper introduces a new deep learning framework called Quaternion Approximate Networks (QUAN) that uses quaternions to improve image classification and object detection. Practitioners might care about QUAN because it can achieve higher accuracy with fewer parameters and faster convergence, making it suitable for deployment in resource-constrained robotic systems.

quaternion algebra rotation equivariant deep learning computer vision robotic perception

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Quaternion Approximate Networks for Enhanced Image Classification and Oriented Object Detection