PIP

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Image Denoising
Image Super-Resolution
Image Inpainting
Image Dehazing
CLIP Inversion
Video Denoising
Video SR

Image Denoising (Gaussian noise, σ=25)

Results in PSNR

GT

Noisy

DIP — DIP (22dB)

SIREN — SIREN (22.43dB)

PIP - Ours — PIP - Ours (21.52dB)

GT

Noisy

DIP — DIP (30.12dB)

SIREN — SIREN (29.36dB)

PIP - Ours — PIP - Ours (29.92dB)

GT

Noisy

DIP — DIP (29.56dB)

SIREN — SIREN (26.89dB)

PIP - Ours — PIP - Ours (28.47dB)

GT

Noisy

DIP — DIP (29.79dB)

SIREN — SIREN (28.91dB)

PIP - Ours — PIP - Ours (29.77dB)

GT

Noisy

DIP — DIP (25.67dB)

SIREN — SIREN (24.87dB)

PIP - Ours — PIP - Ours (25.27dB)

GT

Noisy

DIP — DIP (30.19dB)

SIREN — SIREN (29.46dB)

PIP - Ours — PIP - Ours (29.59dB)

GT

Noisy

DIP — DIP (30.62dB)

SIREN — SIREN (30.49dB)

PIP - Ours — PIP - Ours (30.41dB)

GT

Noisy

DIP — DIP (30.2dB)

SIREN — SIREN (29.47dB)

PIP - Ours — PIP - Ours (30.48dB)

Image Denoising (Gaussian noise, σ=10)

Results in PSNR

GT

Noisy

DIP — DIP (22.24dB)

SIREN — SIREN (22.82dB)

PIP - Ours — PIP - Ours (22.88dB)

GT

Noisy

DIP — DIP (30.94dB)

SIREN — SIREN (30.39dB)

PIP - Ours — PIP - Ours (31.54dB)

GT

Noisy

DIP — DIP (32.89dB)

SIREN — SIREN (33.61dB)

PIP - Ours — PIP - Ours (32.76dB)

GT

Noisy

DIP — DIP (30.78dB)

SIREN — SIREN (31.00dB)

PIP - Ours — PIP - Ours (31.8dB)

GT

Noisy

DIP — DIP (26.08dB)

SIREN — SIREN (25.45dB)

PIP - Ours — PIP - Ours (26.13dB)

GT

Noisy

DIP — DIP (30.97dB)

SIREN — SIREN (30.97dB)

PIP - Ours — PIP - Ours (31.05dB)

GT

Noisy

DIP — DIP (31.22dB)

SIREN — SIREN (32.02dB)

PIP - Ours — PIP - Ours (32.03dB)

GT

Noisy

DIP — DIP (30.69dB)

SIREN — SIREN (30.32dB)

PIP - Ours — PIP - Ours (31.17dB)

Image Denoising (Poisson noise)

Results in PSNR

GT

Noisy

DIP — DIP (22.21dB)

SIREN — SIREN (22.79dB)

PIP - Ours — PIP - Ours (23.03dB)

GT

Noisy

DIP — DIP (30.91dB)

SIREN — SIREN (29.88dB)

PIP - Ours — PIP - Ours (33.04dB)

GT

Noisy

DIP — DIP (32.57dB)

SIREN — SIREN (32.93dB)

PIP - Ours — PIP - Ours (32.81dB)

GT

Noisy

DIP — DIP (30.79dB)

SIREN — SIREN (30.69dB)

PIP - Ours — PIP - Ours (31.41dB)

GT

Noisy

DIP — DIP (26.12dB)

SIREN — SIREN (25.44dB)

PIP - Ours — PIP - Ours (25.97)

GT

Noisy

DIP — DIP (30.94dB)

SIREN — SIREN (30.97dB)

PIP - Ours — PIP - Ours (31.19dB)

GT

Noisy

DIP — DIP (31.42dB)

SIREN — SIREN (31.95dB)

PIP - Ours — PIP - Ours (31.69dB)

GT

Noisy

DIP — DIP (30.54dB)

SIREN — SIREN (30.17dB)

PIP - Ours — PIP - Ours (31.19dB)

Plain Academic