ArticleScientific reports2017
ToxId: an efficient algorithm to solve occlusions when tracking multiple animals.
Article in Scientific reports, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 49 papers.
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Who cites it
49 citing papers in PubMed.
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- Identity-stable multi-animal tracking using bidirectional segmentation with object-level memory.bioRxiv : the preprint server for biology · 2025Article
- Two modes in the absolute velocity statistics in cautious walks of laboratory rodents.Biophysical journal · 2025Article
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- Oxygen loss compromises growth and cognition of cuttlefish newborns.Proceedings. Biological sciences · 2024Article
- Haploinsufficiency of GABAThe Journal of neuroscience : the official journal of the Society for Neuroscience · 2024Article
- Sodium Bicarbonate Decreases Alcohol Consumption in Mice.International journal of molecular sciences · 2024Article
- A free and user-friendly software protocol for the quantification of microfauna swimming behavior.BioTechniques · 2024Article
- Article
- Captive Animal Behavior Study by Video Analysis.Sensors (Basel, Switzerland) · 2023Article
- The connexin hemichannel inhibitor D4 produces rapid antidepressant-like effects in mice.Journal of neuroinflammation · 2023Article
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Video analysis of animal behaviour is widely used in fields such as ecology, ecotoxicology, and evolutionary research. However, when tracking multiple animals, occlusion and crossing are problematic, especially when the identity of each individual needs to be preserved. We present a new algorithm, ToxId, which preserves the identity of multiple animals by linking trajectory segments using their intensity histogram and Hu-moments. We verify the performance and accuracy of our algorithm using video sequences with different animals and experimental conditions. The results show that our algorithm achieves state-of-the-art accuracy using an efficient approach without the need of learning processes, complex feature maps or knowledge of the animal shape. ToxId is also computationally efficient, has low memory requirements, and operates without accessing future or past frames.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.