Research Paper#Computer Vision, Object Counting, LLM Integration🔬 ResearchAnalyzed: Jan 3, 2026 18:57
CountGD++: Enhanced Open-World Counting with Generalized Prompting
Published:Dec 29, 2025 10:23
•1 min read
•ArXiv
Analysis
This paper addresses limitations in existing object counting methods by expanding how the target object is specified. It introduces novel prompting capabilities, including specifying what not to count, automating visual example annotation, and incorporating external visual examples. The integration with an LLM further enhances the model's capabilities. The improvements in accuracy, efficiency, and generalization across multiple datasets are significant.
Key Takeaways
- •Introduces generalized prompting for open-world counting.
- •Allows specifying what not to count.
- •Automates annotation of visual examples.
- •Incorporates visual examples from external images.
- •Integrates with an LLM for enhanced performance.
Reference
“The paper introduces novel capabilities that expand how the target object can be specified.”