Re-identification of giant sunfish using keypoint matching
Pedersen, M.; Haurum, J.B.; Moeslund, T.B.; Nyegaard, M. (2022). Re-identification of giant sunfish using keypoint matching. Proceedings of the Northern Lights Deep Learning Workshop 3: 1-9. https://dx.doi.org/10.7557/18.6234
In: Proceedings of the Northern Lights Deep Learning Workshop. Septentrio Academic Publishing. e-ISSN 2703-6928, more
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| Author keywords |
deep learning, machine learning, computer vision, image processing, marine vision, re-identification, sunfish, keypoint matching |
| Authors | | Top |
- Pedersen, M.
- Haurum, J.B.
- Moeslund, T.B.
- Nyegaard, M.
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| Abstract |
We present the first work where re-identification ofthe Giant Sunfish (Mola alexandrini) is automated using computer vision and deep learning. We propose a pipeline that scores an mAP of 60.34% on a full rank of the novel TinyMola dataset which includes 31 IDs and 91 images. The method requires no domain-adaptation or training which makes it especially suited for low-budget or volunteer-based projects, like Match My Mola, as part of a human-in-the-loop model. |
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