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| Metric | Tool | Description | |--------|------|-------------| | | OpenCV (calcHist + entropy) | Measures visual complexity. | | Optical flow magnitude | Farneback algorithm | Captures motion intensity. | | Saliency prediction | DeepGaze II (pre‑trained) | Generates pixel‑level saliency maps. | | Camera angle estimation | Custom CNN (trained on synthetic top‑down vs. frontal datasets) | Verifies top‑down framing (>70° from horizontal). |

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