Vision Perception & Interpretation

Welcome to Perception365 We work at the intersection of computer vision, real-world perception, and edge AI.

Vision intelligence should be accessible — even at the smallest scale.

Even highly specialized models often fail to exhibit their true performance once deployed outside curated datasets. Ignoring this gap leads to unreliable systems, poor generalization, and real-world failure.

We focus on closing this gap.

Our work prioritizes the accuracy–latency Pareto frontier, ensuring models are both practical and performant.

This page hosts a collection of vision models optimized for edge deployment or GPU inference, including:

Each model is designed with:

• Low compute and memory footprints
• Real-world robustness
• Deployment readiness on edge devices

Perception is a long road.
We’re not claiming perfection — just progress.

If you care about real-world vision systems, edge AI, and practical deployment, you’re in the right place.

Built for the real world. Designed for the edge.