2 papers
cs.CV2026
Spatially-Aware Class-Agnostic Object Counting
Robert Wijaya, Md. Tanvir Hossain, Amanda Kau +1
Generalised object counting aims to estimate the number of instances of an arbitrary object category from a single image, but many recent methods can struggle on structurally compl…
cs.CV2025
CountFormer: A Transformer Framework for Learning Visual Repetition and Structure in Class-Agnostic Object Counting
Md Tanvir Hossain, Akif Islam, Mohd Ruhul Ameen
Humans can often count unfamiliar objects by observing visual repetition and composition, rather than relying only on object categories. However, many exemplar-free counting models…