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Jia-Yi Zhou

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Open access Aug 2026

From noise to nature: diffusion models to advance wildlife detection in aerial imagery

Automated wildlife detection in aerial imagery can expand the scale and efficiency of ecological monitoring, but model development is often constrained by limited training data, uneven class representation, and poor coverage of diverse environmental conditions. These constraints are especially acute for rare, elusive...

Henry Sun, Holly R. Houliston, Jia-Yi Zhou et al. · 0 citations
#artificial intelligence Open access Sep 2026

Det‐ LIME : Detector‐Aware, Multi‐Instance Local Interpretable Model‐Agnostic Explanations for Automated Marine Mammal Detection

Det‐LIME is proposed, a detector‐aware, multi‐instance adaptation of Local Interpretable Model Agnostic Explanations that produced instance‐specific, box‐aligned explanations by combining per‐detection weighting, a proximity kernel that emphasizes regions near each box, and Intersection‐over‐Union‐based matching to tra...

Jia-Yi Zhou, David W. Johnston, Brinnae Bent · 0 citations

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