3 pieces · Artificial Intelligence, Machine Learning & Computing Research · Est. 2007
How open-vocabulary detection and segmentation models become grounding infrastructure for AI agents — and where that grounding silently fails.
By Institute for Joint Cognition & AI · 12 min · 15 July 2026
A practitioner's guide to segmentation model choice and deployment: SAM vs. U-Net/Mask R-CNN, latency, post-processing, domain shift, and evaluation metrics.
By Institute for Joint Cognition & AI · 12 min · 30 December 2024
A technical comparison of vision transformers and CNNs — patch embeddings, attention, inductive bias, data efficiency, and when to use each architecture.
By Institute for Joint Cognition & AI · 10 min · 18 March 2024