Spatial Understanding

Spatial understanding encompasses the cognitive ability to comprehend and interact with objects in their physical environment. This includes recognizing the location of objects relative to oneself or other entities, understanding spatial relationships, and navigating through space.

Related Concepts & Entities

• perception
• navigation
• image-editing
• vision-language-models
• OCR
• RAG

Summary of Agentic Visual Reasoning Enhancements

• Integrates VLMs with image segmentation models to improve object counting accuracy.
• Addresses limitations in standalone VLMs such as Google’s Gemma 4 for tasks requiring precision.

Recent Developments

• Nanonets OCR Small: A 3B parameter OCR model optimized for efficient tables-to-text extraction for RAG workflows.
• 2026 04 14 Nanonets OCR for tables to text for RAG

References & Resources

• **Agentic Visual Reasoning: Enhancing VLMs for Precise Object Counting and Spatial Understanding

Source Notes

• 2026-04-08: [[lab-notes/2026-04-08-Agentic-Visual-Reasoning-Enhancing-VLMs-for-Precise-Object-Counting-an|Vision Models Can’t Count. Here’s the Fix.]]
• 2026-04-10: [[lab-notes/2026-04-10-Agentic-Visual-Reasoning-Enhancing-VLMs-for-Precise-Object-Counting-an|Vision Models Can’t Count. Here’s the Fix.]]