All workPROJECT NOTES / 2026
COMPUTER VISION / RESEARCH

TCVM-Net.

Temporal verification for traffic vision: confidence stability, motion continuity, and short-gap recovery. The public experiments examine behavior under controlled perturbations, including a 20-clip occlusion stress test.

PROJECT SCOPE

Public engineering project

TOOLS & TECHNOLOGIES

Python / PyTorch / YOLOv8 / OpenCV

01 / THE CONTEXT

The problem behind
the product.

Temporal verification for traffic vision: confidence stability, motion continuity, and short-gap recovery. The public experiments examine behavior under controlled perturbations, including a 20-clip occlusion stress test.

05 / RESULTS & SCOPE

What the evidence
supports.

This project note describes the scope in the linked implementation and my résumé. It does not imply independently measured production outcomes.

EXPLORE THE EVIDENCEExplore research code
KEEP EXPLORINGCVE Twin

SECURITY / AGENTIC AI