Automatic Retrieval of Specific Cows from Unlabeled Videos
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arXiv
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| Main Authors: | , , , , |
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| Format: | Preprint |
| Published: |
2025
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| _version_ | 1866916911927787520 |
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| author | Lyu, Jiawen Ramesh, Manu Simonds, Madison Boerman, Jacquelyn P. Reibman, Amy R. |
| author_facet | Lyu, Jiawen Ramesh, Manu Simonds, Madison Boerman, Jacquelyn P. Reibman, Amy R. |
| contents | Few automated video systems are described in the open literature that enable hands-free cataloging and identification (ID) of cows in a dairy herd. In this work, we describe our system, composed of an AutoCattloger, which builds a Cattlog of dairy cows in a herd with a single input video clip per cow, an eidetic cow recognizer which uses no deep learning to ID cows, and a CowFinder, which IDs cows in a continuous stream of video. We demonstrate its value in finding individuals in unlabeled, unsegmented videos of cows walking unconstrained through the holding area of a milking parlor. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2508_15945 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Automatic Retrieval of Specific Cows from Unlabeled Videos Lyu, Jiawen Ramesh, Manu Simonds, Madison Boerman, Jacquelyn P. Reibman, Amy R. Computer Vision and Pattern Recognition Image and Video Processing Few automated video systems are described in the open literature that enable hands-free cataloging and identification (ID) of cows in a dairy herd. In this work, we describe our system, composed of an AutoCattloger, which builds a Cattlog of dairy cows in a herd with a single input video clip per cow, an eidetic cow recognizer which uses no deep learning to ID cows, and a CowFinder, which IDs cows in a continuous stream of video. We demonstrate its value in finding individuals in unlabeled, unsegmented videos of cows walking unconstrained through the holding area of a milking parlor. |
| title | Automatic Retrieval of Specific Cows from Unlabeled Videos |
| topic | Computer Vision and Pattern Recognition Image and Video Processing |
| url | https://arxiv.org/abs/2508.15945 |