PaperAgent

Dec 21, 2025 · Artificial Intelligence

Can a Text‑to‑Image Model Replace Traditional Vision Tools? Nano Banana Pro Zero‑Shot Test

This article evaluates the Nano Banana Pro text‑to‑image model, built on Gemini 3 Pro, across fourteen low‑level vision tasks and forty datasets using only prompts without fine‑tuning, revealing strong perceptual quality but weak pixel‑level metrics, and highlighting both its generative strengths and failure modes such as hallucinations and color shifts.