Video Analytics in Cities: Why Classical Video Processing Fails
Classical video analysis is inadequate for urban environments—occlusion, variable lighting, sparse objects. Developers demonstrated how neural network models (Y

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Classical video analysis is inadequate for urban environments—occlusion, variable lighting, sparse objects. Developers demonstrated how neural network models (YOLO, Vision Transformer) on GPUs (Jetson, RTX) and modular architecture (Docker, Kafka) enable building scalable intelligent surveillance systems.