Punge Blog

Technical writing on on-device AI and NSFW detection

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Small Model, Big Results: How a 5MB On-Device NSFW Detector Outperforms Cloud APIs and Passes a Fairness Audit

Three independent benchmarks — against Google Cloud Vision, a Vision Transformer classifier, and the FAccT 2024 fairness audit methodology — find that Punge's 5.1 MB on-device YOLO model consistently meets or outperforms significantly larger models.

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