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nianticlabs/mickey

A CVPR 2024 paper introducing MicKey, a differentiable pipeline that regresses keypoint positions in camera space and recovers metric relative poses from 2D image correspondences.

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MicKey is a feature detection pipeline that regresses keypoint positions in camera space using descriptor matching to establish metric correspondences. From these correspondences, the system recovers metric relative camera poses in an end-to-end differentiable manner. The model is trained using differentiable pose optimization with only image pairs and ground truth relative poses as supervision. It uses RANSAC-based robust estimation alongside the learned components.

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