Joana Konadu Owusu

Object Counting Across Modalities: Taxonomies, Benchmarks, Applications, and Open Challenges

A five-axis taxonomy (modality, mechanism, prompting, supervision level, and generalization setting) is introduced to audit the literature across application domains, including microscopy, remote sensing, crowd counting, and agriculture, and formalizes prevailing challenges into six structural contradictions.