Amazon Cloud Developers

Apr 1, 2026 · Artificial Intelligence

Achieving Pro‑Level Vision Detection with Minimal Cost: Fine‑Tuning Amazon Nova Lite

By fine‑tuning Amazon Nova Lite 1.0 on Amazon Bedrock, the study demonstrates how a small training dataset can dramatically improve instruction following and reduce detection boxes—up to 92% fewer—while achieving Pro‑grade accuracy in aerial group detection and low‑light monitoring, all at a fraction of the cost.