Clip-count: Towards text-guided zero-shot object counting

R Jiang, L Liu, C Chen - Proceedings of the 31st ACM International …, 2023‏ - dl.acm.org
Recent advances in visual-language models have shown remarkable zero-shot text-image
matching ability that is transferable to downstream tasks such as object detection and …

Towards zero-shot object counting via deep spatial prior cross-modality fusion

J Chen, Q Li, M Gao, W Zhai, G Jeon, D Camacho - Information Fusion, 2024‏ - Elsevier
Existing counting models predominantly operate on a specific category of objects, such as
crowds and vehicles. The recent emergence of multi-modal foundational models, eg …

Class-agnostic object counting with text-to-image diffusion model

X Hui, Q Wu, H Rahmani, J Liu - European Conference on Computer …, 2024‏ - Springer
Class-agnostic object counting aims to count objects of arbitrary classes with limited
information (eg., a few exemplars or the class names) provided. It requires the model to …

[HTML][HTML] ChatGPT and general-purpose AI count fruits in pictures surprisingly well without programming or training

K Mengsuwan, JC Rivera-Palacio, M Ryo - Smart Agricultural Technology, 2024‏ - Elsevier
General-purpose artificial intelligence (AI) can facilitate agricultural digitalization as many
tools do not require coding. Yet, it remains unclear how well the emerging general-purpose …

Enhancing zero-shot counting via language-guided exemplar learning

M Wang, J Zhou, Y Dai, E Buys, M Gong - arxiv preprint arxiv:2402.05394, 2024‏ - arxiv.org
Recently, Class-Agnostic Counting (CAC) problem has garnered increasing attention owing
to its intriguing generality and superior efficiency compared to Category-Specific Counting …

A Survey on Class-Agnostic Counting: Advancements from Reference-Based to Open-World Text-Guided Approaches

L Ciampi, A Azmoudeh, EE Akbaba, E Sarıtaş… - arxiv preprint arxiv …, 2025‏ - arxiv.org
Object counting has recently shifted towards class-agnostic counting (CAC), which
addresses the challenge of counting objects across arbitrary categories, tackling a critical …