On-Device Multi-Species Malaria Detection with Uncertainty-Calibrated Slide-Level Aggregation

arXiv:2608.08566 · cs.CV, cs.AI · Submitted 2026-08-09 · Read on arXiv

Idaya Seidu, Ahmed Tahiru Issah, Charles B. Delahunt, Carine Mukamakuza

cs.CV, cs.AI

Submitted: 2026-08-09

Updated: 2026-08-11

Comments: Accepted at The Fifth Workshop on Applications of Medical AI (AMAI) 2026, a satellite event at MICCAI 2026. To appear in Springer Lecture Notes in Computer Science (LNCS)

Code: https://github.com/ultralytics/ultralytics

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Calibration — 6× in this paper · explained in 9 episodes
Accuracy — 5× in this paper · explained in 1 episode
World Health Organization — 5× in this paper
Human-in-the-loop — 4× in this paper · explained in 4 episodes
Accountability — 3× in this paper · explained in 2 episodes
Augmentation — 3× in this paper · explained in 2 episodes
Sufficiency — 3× in this paper · explained in 2 episodes
Machine Learning (ML) — 2× in this paper · explained in 2 episodes
Systematic Bias — 2× in this paper · explained in 3 episodes
Benchmarking — 1× in this paper · explained in 4 episodes
Class Imbalance — 1× in this paper · explained in 3 episodes
Data Leakage — 1× in this paper · explained in 2 episodes
Decode — 1× in this paper · explained in 2 episodes
Edge Deployment — 1× in this paper · explained in 2 episodes
Object Detection Models — 1× in this paper · explained in 2 episodes
Uncertainty Quantification — 1× in this paper · explained in 9 episodes

Terminology

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