SmolVLM2 vs Qwen2.5-VL: Real-Time RTSP Edge Video Summarization Under 8GB VRAM
This story is from 2026-09-23. It is preserved in the archive; the latest stories are on the live feed.
Connect a vision-language model to a live RTSP surveillance feed, ask it to generate real-time incident summaries, and watch your GPU metrics. If you deploy a general-purpose multimodal model using standard video decoding pipelines, one of two things happens within forty-five seconds: either your p…
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- 2026-09-23 12:30 · DEV Community — AI
SmolVLM2 vs Qwen2.5-VL: Real-Time RTSP Edge Video Summarization Under 8GB VRAM