, ,

Improving Visibility While Preserving Video Integrity

CNN-based low-light enhancement avoids the pitfalls of generative artificial intelligence In the rapidly evolving world of AI-powered imaging, it is easy to conflate all “AI enhancement” with generative methods. But when it comes to critical applications like surveillance, the distinction between generative and nongenerative artificial intelligence, convolutional neural network (CNN)-based enhancement is not just technical,…

Keep Reading »
,

Generative AI vs. CNN-Based Low-Light Enhancement: Why Preserving Original Video Integrity Matters

In the rapidly evolving world of artificial intelligence-powered imaging, it’s easy to conflate all “AI enhancement” with generative methods. But when it comes to critical applications like surveillance, the distinction between generative and nongenerative AI, convolutional neural network (CNN)-based enhancement is not just technical, it is fundamental to trust, integrity and evidence reliability. Surveillance cameras…

Keep Reading »