Midv-699 May 2026

It looks like "MIDV-699" might be a specific course code project identifier , or even a reference to a specialized media title (like those often found in specific cataloging systems).

• High-resolution stills (static captures).
• Video sequences (short clips 3–30s) with variable device motion.
• Multi-spectral captures (RGB + near-infrared where feasible) for a subset.

4.4 Results

| Dataset | Retrieval Recall@10 | NMI (Clustering) | Prediction F1 | Vis. Latency (ms) | |---------|----------------------|------------------|---------------|-------------------| | MM‑Sent | 0.72 (↑12 % vs. CLIP‑Adapt) | 0.64 (↑0.11) | 0.81 (↑0.05) | 28 (≤ 33 ms target) | | Med‑Bio | 0.68 (↑9 % vs. CMT‑BERT) | 0.59 (↑0.08) | 0.87 (↑0.04) | 31 | | Urban‑Traffic | 0.74 (↑14 % vs. EF‑Concat) | 0.71 (↑0.15) | 0.79 (↑0.07) | 27 | MIDV-699

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