Supplmentary Materials for ECCV 2012 Paper ID 0498:
Image Enhancement using Calibrated Lens Simulations

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#58202 6mm Micro Video Lens

#58202 6mm Micro Video Lens.

Lens Prescriptions Calibration at 279mm

Compare MeasuredPSFs to: unfitted PSFs fitted PSFs

Cross Validation Across the Image Plane

Original Image is Taken at 279mm. Fit Lens Prescription at 279mm

Compare Original Image to: deconvolved by unfitted PSF deconvolved by fitted PSF deconvolved by measured PSF	deconvolved by unfitted PSF	deconvolved by fitted PSF	deconvolved by measured PSF

Cross Validation at Different Depths

Original Image is Taken at 279mm. Fit Lens Prescriptions at 279mm and 368mm

Compare Original Image to: deconvolved by unfitted PSF deconvolved by fitted PSF. Fit at 368mm deconvolved by fitted PSF. Fit at 279mm deconvolved by measured PSF	deconvolved by unfitted PSF	deconvolved by fitted PSF. Fit at 368mm	deconvolved by fitted PSF. Fit at 279mm	deconvolved by measured PSF

Natural Images

News Paper Image Taken at 279mm.

Compare Original Image to: deconvolved by fitted PSF at 279mm deconvolved by fitted PSF at 368mm deconvolved by measured PSF	deconvolved by fitted PSF at 279mm	deconvolved by fitted PSF at 368mm	deconvolved by measured PSF

Magazine Cover Image Taken at 279mm.

Compare Original Image to: deconvolved by fitted PSF at 279mm deconvolved by fitted PSF at 368mm deconvolved by measured PSF	deconvolved by fitted PSF at 279mm	deconvolved by fitted PSF at 368mm	deconvolved by measured PSF

#54857 18mm Double Gauss Lens.

Lens Prescription Calibration at 863 mm

Compare Measured PSFs to: unfitted PSFs fitted PSFs

Cross Validation Across the Image Plane

Original Image is Taken at 863mm. Fit Lens Prescription at 863mm

Compare Original Image to: deconvolved by unfitted PSF deconvolved by fitted PSF deconvolved by measured PSF	deconvolved by unfitted PSF	deconvolved by fitted PSF	deconvolved by measured PSF

Cross Validation at Different Depths

Original Image is Taken at 863mm. Fit Lens Prescriptions at 863mm and 1282mm

Compare Original Image to: deconvolved by unfitted PSF deconvolved by fitted PSF. Fit at 1282mm deconvolved by fitted PSF. Fit at 863mm deconvolved by measured PSF	deconvolved by unfitted PSF	deconvolved by fitted PSF. Fit at 1282mm	deconvolved by fitted PSF. Fit at 863mm	deconvolved by measured PSF

Natural Images

News Paper Image Taken at 863mm.

Compare Original Image to: deconvolved by fitted PSF at 863mm deconvolved by fitted PSF at 1282mm deconvolved by measured PSF	deconvolved by fitted PSF at 863mm	deconvolved by fitted PSF at 1282mm	deconvolved by measured PSF

Magazine Cover Image Taken at 863mm.

*The structural pattern on the magazine cover image is the printing pattern.

Compare Original Image to: deconvolved by fitted PSF at 863mm deconvolved by fitted PSF at 1282mm deconvolved by measured PSF	deconvolved by fitted PSF at 863mm	deconvolved by fitted PSF at 1282mm	deconvolved by measured PSF

#54854 12mm Micro Video Lens.

Lens Prescription Calibration at 711 mm

Compare Measured PSFs to: unfitted PSFs fitted PSFs

Cross Validation Across the Image Plane

Original Image is Taken at 711mm. Fit Lens Prescription at 711mm

Compare Original Image to: deconvolved by unfitted PSF deconvolved by fitted PSF deconvolved by measured PSF	deconvolved by unfitted PSF	deconvolved by fitted PSF	deconvolved by measured PSF

Cross Validation at Different Depths

Original Image is Taken at 842mm. Fit Lens Prescriptions at 711mm and 842mm

Compare Original Image to: deconvolved by unfitted PSF deconvolved by fitted PSF. Fit at 842mm deconvolved by fitted PSF. Fit at 711mm deconvolved by measured PSF	deconvolved by unfitted PSF	deconvolved by fitted PSF. Fit at 842mm	deconvolved by fitted PSF. Fit at 711mm	deconvolved by measured PSF

Natural Images

News Paper Image Taken at 572mm.

Compare Original Image to: deconvolved by fitted PSF at 711mm deconvolved by fitted PSF at 842mm deconvolved by measured PSF	deconvolved by fitted PSF at 711mm	deconvolved by fitted PSF at 842mm	deconvolved by measured PSF

Magazine Cover Image Taken at 572mm.

Compare Original Image to: deconvolved by fitted PSF at 711mm deconvolved by fitted PSF at 842mm deconvolved by measured PSF	deconvolved by fitted PSF at 711mm	deconvolved by fitted PSF at 842mm	deconvolved by measured PSF

Cross Validation at Different Spectrums

The original image is taken under incandecent+fluorescent light. Fit the lens prescription using the measurement under white light (RGB LED). Compute PSF using different spectrums

Compare Original Image to: Compute PSF using measured tungsten + fluorescent spectrum Compute PSF using approximate tungsten + fluorescent spectrum [1] Compute PSF using white light spectrum	Compute PSF using measured tungsten + fluorescent spectrum	Compute PSF using approximate tungsten + fluorescent spectrum [1]	Compute PSF using white light spectrum

[1] We use fluorescent spectrum data (F1) from Center for Imaging Science as the approximation

The original image is taken under incandescent light. Fit the lens prescription using the measurement under white light (RGB LED). Compute PSF using different spectrums

Compare Original Image to: Compute PSF using measured tungsten spectrum Compute PSF using approximate tungsten spectrum[2] Compute PSF using white light spectrum	Compute PSF using measured tungsten spectrum	Compute PSF using approximate tungsten spectrum[2]	Compute PSF using white light spectrum

[2] We use tungsten spectrum data (D65) from Center for Imaging Science as the approximation

Comparison to other works

Compare Original Image to: Photoshop PTLens High quality motion deblur [1] Robust motion deblur [2] Ours Deblurred by measured PSF	Photoshop	PTLens	High quality motion deblur [1]	Robust motion deblur [2]	Ours	Deblurred by measured PSF

[1] Qi Shan, Jiaya Jia, and Aseem Agarwala, High-quality Motion Deblurring from a Single Image, Siggraph 2008