Video Denoising (Gaussian noise, σ=25)



Results: Avg. PSNR(dB) / SSIM-3D

Original Video
Noisy Video
DIP (frame by frame) - 24.28/0.768
SIREN - 25.13/0.73
DVP - 24.71/0.80
PIP (Ours) - 27.81/0.91
Original Video
Noisy Video
DIP (frame by frame) - 26.91/0.831
SIREN - 27.32/0.75
DVP - 26.41/0.86
PIP (Ours) - 30.09/0.931
Original Video
Noisy Video
DIP (frame by frame) - 27.62/0.824
SIREN - 25.05/0.56
DVP - 25.71/0.81
PIP (Ours) - 29.94/0.89
Original Video
Noisy Video
DIP (frame by frame) - 23.12/0.688
SIREN - 24.12/0.69
DVP - 22.58/0.71
PIP (Ours) - 28.11/0.9



Video Denoising (Gaussian noise, σ=10)



Results: Avg. PSNR(dB) / SSIM-3D

Original Video
Noisy Video
DIP (frame by frame) - 24.50/0.77
SIREN - 26.26/0.79
DVP - 25.05/0.82
PIP (Ours) - 29.34/0.93
Original Video
Noisy Video
DIP (frame by frame) - 27.05/0.82
SIREN - 28.94/0.84
DVP - 25.86/0.87
PIP (Ours) - 31.14/0.95
Original Video
Noisy Video
DIP (frame by frame) - 27.88/0.83
SIREN - 30.37/0.82
DVP - 27.62/0.85
PIP (Ours) - 30.32/0.89
Original Video
Noisy Video
DIP (frame by frame) - 23.47/0.69
SIREN - 25.07/0.75
DVP - 19.85/0.70
PIP (Ours) - 28.53/0.91




Video Denoising (Gaussian noise, σ=25)



Results: Avg. PSNR(dB) / SSIM-3D

Original Video
Noisy Video
DIP (frame by frame) - 24.28/0.768
SIREN - 25.13/0.73
DVP - 24.71/0.80
PIP (Ours) - 27.81/0.91
Original Video
Noisy Video
DIP (frame by frame) - 26.91/0.831
SIREN - 27.32/0.75
DVP - 26.41/0.86
PIP (Ours) - 30.09/0.931
Original Video
Noisy Video
DIP (frame by frame) - 27.62/0.824
SIREN - 25.05/0.56
DVP - 25.71/0.81
PIP (Ours) - 29.94/0.89
Original Video
Noisy Video
DIP (frame by frame) - 23.12/0.688
SIREN - 24.12/0.69
DVP - 22.58/0.71
PIP (Ours) - 28.11/0.9



Video Denoising (Poisson noise)



Results: Avg. PSNR(dB) / SSIM-3D

Original Video
Noisy Video
DIP (frame by frame) - 24.57/0.78
SIREN - 26.30/0.80
DVP - 23.01/0.76
PIP (Ours) - 28.55/0.92
Original Video
Noisy Video
DIP (frame by frame) - 27.03/0.84
SIREN - 29.11/0.85
DVP - 28.50/0.83
PIP (Ours) - 30.79/0.95
Original Video
Noisy Video
DIP (frame by frame) - 27.85/0.83
SIREN - 30.12/0.81
DVP - 26.61/0.85
PIP (Ours) - 30.53/0.90
Original Video
Noisy Video
DIP (frame by frame) - 23.43/0.69
SIREN - 25.16/0.76
DVP - 22.66/0.72
PIP (Ours) - 27.99/0.90
Plain Academic