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Paper · arXiv

Non-invasive Growth Monitoring of Small Freshwater Fish in Home Aquariums via Stereo Vision

Monitoring fish growth behavior provides relevant information about fish health in aquaculture and home aquariums. Yet, monitoring fish sizes poses different challenges, as fish are small and subject to strong refractive distortions in aquarium environments. Image-based measurement offers a practical, non-invasive alternative that allows frequent monitoring without disturbing the fish. In this paper, we propose a non-invasive refraction-aware stereo vision method to estimate fish length in aquariums. Our approach uses a YOLOv11-Pose network to detect fish and predict anatomical keypoints on the fish in each stereo image. A refraction-aware epipolar constraint accounting for the air-glass-...

AuthorsClemens Seibold, Anna Hilsmann, Peter Eisert
Primary categorycs.CV
Published6 March 2026
Last updated at source6 March 2026
cs.CV
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