SSIM was chosen over CNN-based approaches for a deliberate reason: reproducibility without infrastructure. SSIM is a deterministic mathematical function. No training data, no model weights, no GPU, no framework dependencies. Anyone with fontconfig and node-canvas can reproduce these exact numbers on the same platform.
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另一层更致命的是责任漂移。模型输出参与决策、代理系统参与执行,过失主体更容易在供应链里移动,从部署方漂到集成商,再漂到平台与模型提供者。巴伦指出什么算AI、什么算AI使用在司法与理赔中仍存在解释空间,这会拉长争议、抬高准备金不确定性,也迫使承保条件更前置。,详情可参考同城约会