Super resolution techniques

Some other super-resolution examples
Javier Mateos

Outline
• Other applications of super-resolution
– Demosaicing – Superresolution from multisensors

• Multi-Dimensional Signal Processing(MDSP) • Commercial software
– – – – QE Superresolution PhotoAcute Cognitech Video Investigator Other commercial software

Other approaches to superresolution
• Demosaicing Improves color imagesfrom a single CCD camera • Superresolution from multisensors Combine images from a set of shifted sensors

Demosaicing

Bayer pattern

Demosaicing

Demosaicing + Deblurring

OriginalBlurred

Bilinear interpolation + deconvolution

Proposed method

Super-resolution from multisensors

Super-resolution from multisensors

Original

Low resolution

Initialreconstruction

Final reconstruction

Multi-Dimensional Signal Processing (MDSP)
• Implements several super-resolution methods by Prof. Elad and Prof. Milanfar. • For academic (Prof. Milanfar) andcommercial use (MotionDSP, Inc.) • Allows super-resolution for gray scale and color (demosaicing) images.

Multi-Dimensional Signal Processing (MDSP)

Multi-Dimensional Signal Processing (MDSP)Bicubic interpolation

Shift & add + decovolution

BIlateral shift & add + decovolution Median shift & add + decovolution

Multi-Dimensional Signal Processing (MDSP)

Bicubic interpolationShift & add + decovolution

BIlateral shift & add + decovolution

Median shift & add + decovolution

Comercial software
• • • • QE Superresolution PhotoAcute Cognitech Video InvestigatorOther commercial software
– Salient Stills Video Focus – Let it wave Video Upconversion – Scientific Systems Company, Inc.

QE Superresolution http://www.qelabs.com/sr/index.asp
• • • • Onlyperforms super-resolution. No information of how it works. Only opens DV video sequences? Allows different output resolutions (x2, x4).

QE Superresolution

QE Superresolution

PhotoAcute...