Crossing-Preserving Geodesic Tracking on Spherical Images
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arXiv
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| Autori principali: | , , , |
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| Natura: | Preprint |
| Pubblicazione: |
2025
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| _version_ | 1866918139594276864 |
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| author | Berg, Nicky J. van den Sherry, Finn M. Berendschot, Tos T. J. M. Duits, Remco |
| author_facet | Berg, Nicky J. van den Sherry, Finn M. Berendschot, Tos T. J. M. Duits, Remco |
| contents | In image analysis one often encounters spherical images, for instance in retinal imaging. The behavior of the vessels in the retina is an indicator of several diseases. To automate disease diagnosis using retinal images, it is necessary to develop an algorithm that automatically identifies and tracks vessels. To deal with crossings due to projected blood vessels in the image it is common to lift retinal images to the space of planar positions and orientations $\mathbb{M} := \mathbb{R}^2 \times S^1$. This implicitly assumes that the flat image accurately represents the geometry of the retina. As the eyeball is a sphere (and not a plane), we propose to compute the cusp-free, crossing-preserving geodesics in the space of spherical positions and orientations $\mathbb{W}$ on wide-field images. We clarify how to relate both manifolds and compare the calculated geodesics. The results show clear advantages of crossing-preserving tracking in $\mathbb{W}$ over non-crossing-preserving tracking in $\mathbb{W}$ and are comparable to tracking results in $\mathbb{M}$. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2504_03388 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Crossing-Preserving Geodesic Tracking on Spherical Images Berg, Nicky J. van den Sherry, Finn M. Berendschot, Tos T. J. M. Duits, Remco Differential Geometry In image analysis one often encounters spherical images, for instance in retinal imaging. The behavior of the vessels in the retina is an indicator of several diseases. To automate disease diagnosis using retinal images, it is necessary to develop an algorithm that automatically identifies and tracks vessels. To deal with crossings due to projected blood vessels in the image it is common to lift retinal images to the space of planar positions and orientations $\mathbb{M} := \mathbb{R}^2 \times S^1$. This implicitly assumes that the flat image accurately represents the geometry of the retina. As the eyeball is a sphere (and not a plane), we propose to compute the cusp-free, crossing-preserving geodesics in the space of spherical positions and orientations $\mathbb{W}$ on wide-field images. We clarify how to relate both manifolds and compare the calculated geodesics. The results show clear advantages of crossing-preserving tracking in $\mathbb{W}$ over non-crossing-preserving tracking in $\mathbb{W}$ and are comparable to tracking results in $\mathbb{M}$. |
| title | Crossing-Preserving Geodesic Tracking on Spherical Images |
| topic | Differential Geometry |
| url | https://arxiv.org/abs/2504.03388 |