Side-by-side video comparisons. Each clip shows the raw low-light noisy input on the left and our RViDeNet-ECBAM output on the right — drag the handle to wipe between them. Videos play only while on screen.
PSNR gain = self-captured PNG-domain improvement over the noisy input (see Results).
Two longer 4K hand-held captures with a moving person, processed by the full-resolution tiled inference pipeline. Downscaling to 1080p for the web averages out some sensor noise, so the contrast is subtler than the validation scenes — but the denoised stream stays cleaner and more temporally stable.