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The world of young video models is complex and multifaceted. While it presents opportunities for creative expression, confidence building, and inspiration, it also raises concerns about child safety, exploitation, and the impact on their personal lives.
| Finding | Implication for future work | |---------|-----------------------------| | TSN with + pose‑augmented streams yields the best trade‑off between accuracy (84 %) and speed (≈ 25 fps on a single RTX 3090). | Adopt this sampling scheme when you need real‑time analysis of other long videos (e.g., 2 h “young‑model” livestreams). | | Privacy filter that automatically blurs faces > 95 % of the time without harming action‑recognition performance. | Use the same filter if you plan to publish a dataset that includes minors. | | Parental consent metadata (signed PDF, timestamped) is stored as a separate JSON side‑car file. | Follow this format to satisfy IRB requirements for any study involving child video data. | young+video+models+daphne+9y+5+d52+1h00mn18s+avi102
