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Hugo Markoff

3 papers here

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  • first author3

Across the 3 of 3 papers where every author was matched, so the position is known.

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  • cs.CV3

identity via Semantic Scholar / OpenAlex

most citedVision Transformers for Zero-Shot Clustering of Animal Images: A Comparative Benchmarking Study

1 citations · 1 across the 3 of their papers we have counts for

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Showing cs.CVShow all

3 papers · 1 filter

cs.CV2026★ 1 cited

Vision Transformers for Zero-Shot Clustering of Animal Images: A Comparative Benchmarking Study

Hugo Markoff, Stefan Hein Bengtson, Michael Ørsted

Manual labeling of animal images remains a significant bottleneck in ecological research, limiting the scale and efficiency of biodiversity monitoring efforts. This study investiga…

cs.CV2025

Zero-Shot Wildlife Sorting Using Vision Transformers: Evaluating Clustering and Continuous Similarity Ordering

Hugo Markoff, Jevgenijs Galaktionovs

Camera traps generate millions of wildlife images, yet many datasets contain species that are absent from existing classifiers. This work evaluates zero-shot approaches for organiz…

cs.CV2025

Hierarchical Re-Classification: Combining Animal Classification Models with Vision Transformers

Hugo Markoff, Jevgenijs Galaktionovs

State-of-the-art animal classification models like SpeciesNet provide predictions across thousands of species but use conservative rollup strategies, resulting in many animals labe…

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