Radiometric Transfer: Example-based Radiometric Linearization of Photographs

We present an example‐based approach for radiometrically linearizing photographs that takes as input a radiometrically linear exemplar image and a target regular uncalibrated image of the same scene, possibly from a different viewpoint and/or under different lighting. The output of our method is a r...

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Published in:	Computer graphics forum Vol. 34; no. 4; pp. 109 - 118
Main Authors:	Li, Han, Peers, Pieter
Format:	Journal Article
Language:	English
Published:	Oxford Blackwell Publishing Ltd 01.07.2015
Subjects:	Calibration Categories and Subject Descriptors (according to ACM CCS) Computer graphics Customization I.3.8 [Computer Graphics]: Applications I.4.1 [Image Processing and Computer Vision]: Digitization and Image Capture-Radiometry Illumination Lighting Lightweight Stacks Studies Weight reduction United States > US
ISSN:	0167-7055, 1467-8659
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Abstract	We present an example‐based approach for radiometrically linearizing photographs that takes as input a radiometrically linear exemplar image and a target regular uncalibrated image of the same scene, possibly from a different viewpoint and/or under different lighting. The output of our method is a radiometrically linearized version of the target image. Modeling the change in appearance of a small image patch seen from a different viewpoint and/or under different lighting as a linear 1D subspace, allows us to recast radiometric transfer in a form similar to classic radiometric calibration from exposure stacks. The resulting radiometric transfer method is lightweight and easy to implement. We demonstrate the accuracy and validity of our method on a variety of scenes.
AbstractList	We present an example-based approach for radiometrically linearizing photographs that takes as input a radiometrically linear exemplar image and a target regular uncalibrated image of the same scene, possibly from a different viewpoint and/or under different lighting. The output of our method is a radiometrically linearized version of the target image. Modeling the change in appearance of a small image patch seen from a different viewpoint and/or under different lighting as a linear 1D subspace, allows us to recast radiometric transfer in a form similar to classic radiometric calibration from exposure stacks. The resulting radiometric transfer method is lightweight and easy to implement. We demonstrate the accuracy and validity of our method on a variety of scenes.
Author	Peers, Pieter Li, Han
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References_xml	– reference: Chang Y.C., Reid J.F.: RGB calibration for color image-analysis in machine vision. IEEE Trans. on IP 5, 10 (Oct. 1996), 1414-1422. 2 – reference: Lee J.-Y., Matsushita Y., Shi B., Kweon I.S., Ikeuchi K.: Radiometric calibration by rank minimization. PAMI35, 1 (Jan. 2013), 144-156. 2, 8 – reference: Lowe D.G.: Distinctive image features from scale-invariant keypoints. IJCV 60, 2 (Nov. 2004), 91-110. 4 – reference: Kim S.J., Pollefeys M.: Robust radiometric calibration and vignetting correction. PAMI 30, 4 (Apr. 2008), 562-576. 2 – reference: Mitsunaga T., Nayar S.: Radiometric self calibration. In CVPR (Jun 1999), vol. 1, pp. 374-380. 2 – reference: Reinhard E., Ashikhmin M., Gooch B., Shirley P.: Color transfer between images. IEEE Comput. Graph. Appl. 21, 5 (Sept. 2001), 34-41. 2 – reference: HaCohen Y., Shechtman E., Goldman D.B., Lischinski D.: Optimizing color consistency in photo collections. ACM Trans. Graph. 32, 4 (July 2013). 2 – reference: Furukawa Y., Ponce J.: Accurate, dense, and robust multiview stereopsis. PAMI 32, 8 (Aug. 2010), 1362-1376. 2 – reference: Grossberg M., Nayar S.: Determining the camera response from images: What is knowable? PAMI 25, 11 (Nov 2003), 1455-1467. 2 – reference: Laffont P.-Y., Bousseau A., Paris S., Durand F., Drettakis G.: Coherent intrinsic images from photo collections. ACM Trans. Graph. 31 (2012). 8 – reference: Shih Y., Paris S., Barnes C., Freeman W.T., Durand F.: Style transfer for headshot portraits. ACM Trans. Graph. 33, 4 (July 2014). 2 – reference: Grossberg M., Nayar S.: Modeling the space of camera response functions. PAMI 26, 10 (Oct 2004), 1272-1282. 2, 3, 5, 7 – reference: Kim S.J., Gallup D., Frahm J.-M., Pollefeys M.: Joint radiometric calibration and feature tracking system with an application to stereo. 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Snippet	We present an example‐based approach for radiometrically linearizing photographs that takes as input a radiometrically linear exemplar image and a target... We present an example-based approach for radiometrically linearizing photographs that takes as input a radiometrically linear exemplar image and a target...
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SubjectTerms	Calibration Categories and Subject Descriptors (according to ACM CCS) Computer graphics Customization I.3.8 [Computer Graphics]: Applications I.4.1 [Image Processing and Computer Vision]: Digitization and Image Capture-Radiometry Illumination Lighting Lightweight Stacks Studies Weight reduction
Title	Radiometric Transfer: Example-based Radiometric Linearization of Photographs
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