biodiversity monitoring 1camera trap imagery 1hierarchical deep learning 1imbalanced data 1insect classification 1
From the 1 of 4 linked papers with an AI index.
Showing cs.CVShow all
2 papers · 1 filter
cs.CV2026
Deep learning-based hierarchical insect classification using camera trap imagery
Zaki Mahfoud, Juan A. Chiavassa, Simon Walther +2
The paper presents a deep learning model that classifies insects from camera‑trap images using a five‑level hierarchical taxonomy, achieving 80–99% accuracy per level on a curated…
cs.CV2024
High-Level Parallelism and Nested Features for Dynamic Inference Cost and Top-Down Attention
André Peter Kelm, Niels Hannemann, Bruno Heberle +5
This paper introduces a novel network topology that seamlessly integrates dynamic inference cost with a top-down attention mechanism, addressing two significant gaps in traditional…