Outdoor surveillance fails exactly when it is needed most-in rain, fog, darkness, and fast motion-and the usual fixes (always-on high frame rate, cloud inference) are power-hungry and expensive. This paper presents AWASN, an all-weather adaptive surveillance node that fuses a 4K RGB camera, dual-band infrared, and a PI...
Sasikala R, K. S., Akshaya V et al.· 2026 International Conferenc...· 0 citations
Crowd crushes, stampedes, and fires at large gatherings kill and injure thousands each year, and the cause is almost always the same: the danger was recognised too late. Manual CCTV monitoring cannot watch dozens of feeds at once, and camera-only systems are blind to hazards that leave no visual crowd signature, such a...
Sasikala R, S. V, K. S· 2026 International Conferenc...· 0 citations
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