Anyone here tried enhancing CCTV footage with AI? Looking for tips & experiences

Hey folks,

I’ve been working with a lot of CCTV footage lately, and wow… it’s crazy how often the videos turn out blurry, noisy, or just way too dark to actually make out details. I get that security cameras are designed to run nonstop and save storage space, but when you actually need the video—whether it’s to ID someone, read a license plate, or just figure out what’s happening—it’s frustrating when the quality isn’t there.

From what I’ve learned, there are usually a few reasons CCTV footage looks bad:

  • Motion blur (fast-moving objects + low frame rate = streaks everywhere)

  • Too much noise/grain in dark areas

  • Compression artifacts (blocky/pixelated videos because of low bitrates)

  • Wrong camera settings (bad focus, weak lighting, low resolution)

Lately, I’ve been testing out some tools to fix this. Manual tweaks like adjusting brightness/contrast or stabilizing the video help a bit, but the real game-changer has been AI-based enhancers. I tried HitPaw VikPea (some of you might know it as HitPaw Video Enhancer before the rebrand) and it surprised me. It has different AI models for things like low-light enhancement, deblurring, and even facial detail recovery. It’s not perfect, but in a few cases it made license plates and faces much clearer than I expected.

A couple of things that stood out to me:

  • It can upscale old CCTV clips to 4K or even 8K without making them look overly artificial.

  • There’s a model just for low-light that works pretty well on nighttime footage.

  • You can even try repairing corrupted CCTV files, which is super common when storage systems glitch.

Now, I’m curious about everyone else’s experiences:

  • Have you ever had to enhance CCTV/security footage for something important?

  • Do you rely more on manual editing (contrast, sharpness, color correction) or AI-based enhancers?

  • For those of you in security/forensics, do you think AI tools are trustworthy enough for evidence, or should they only be used for “guidance” and not final proof?

  • And random thought—what’s the wildest thing you’ve ever discovered only after enhancing a CCTV video?

I feel like this is one of those topics where everyone has a story. Would love to hear your tips, workflows, or even fails when trying to clean up grainy surveillance footage.

:backhand_index_pointing_right: If anyone’s interested, I can share the exact workflow I’ve been using with VikPea (AI model choice + export settings). But I’d also love to hear what others are using—maybe I’m missing out on other good tools or tricks.

What do you all think?