9.4 Shape from Multiple Light Sources, Photometric Stereo

CVOnline: Photometric Stereo,
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Horn, B.K.P.[Berthold K.P.],
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Woodham, R.J.,
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And:
Photometric Stereo,
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Woodham, R.J.[Robert J.],
Gradient and Curvature from the Photometric-Stereo Method, Including Local Confidence Estimation,
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And:
Determining Surface Curvature with Photometric Stereo,
CRA89(36-42). BibRef
And:
Multiple Light Source Optical Flow,
ICCV90(42-46).
IEEE DOI BibRef
And:
Photometric Method for Determining Shape from Shading,
IU84(97-125). BibRef

Iwahori, Y.J.[Yu-Ji], Kato, W.[Wataru], Bhuiyan, S.[Shoabi], Woodham, R.J.[Robert J.], Ishii, N.[Naohiro],
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Iwahori, Y., Watanabe, Y., Woodham, R.J., Iwata, A.,
Self-calibration and neural network implementation of photometric stereo,
ICPR02(IV: 359-362).
IEEE DOI 0211
BibRef

Iwahori, Y., Woodham, R.J., Bagheri, A.,
Principal Components Analysis and Neural Network Implementation of Photometric Stereo,
PBMCV95(SESSION 4) BibRef 9500

Woodham, R.J., Iwahori, Y., Barman, R.A.,
Photometric Stereo: Lambertian Reflectance and Light Sources with Unknown Direction and Strength,
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Li, Y., Woodham, R.J.,
The Support Function, Curvature Functions and 3-D Attitude Determination,
CVPR93(676-677).
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Ikeuchi, K., Nishihara, H.K., Horn, B.K.P.[Berthold K.P.], Sobalvarro, P., Nagata, S.,
Determining Grasp Configurations Using Photometric Stereo and the PRISM Binocular Stereo System,
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Earlier: MIT AI Memo-772, August 1984. BibRef

Ikeuchi, K., Horn, B.K.P.[Berthold K.P.], Nagata, S., Callahan, T., Feimgold, O.,
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WWW Link. Project 2 color patterns. BibRef 8209

Coleman, Jr., E.N., and Jain, R.,
Obtaining 3-Dimensional Shape of Textured and Specular Surfaces Using Four-Source Photometry,
CGIP(18), No. 4, April 1982, pp. 309-328.
Elsevier DOI BibRef 8204
Earlier:
Shape from Shading for Surfaces with Texture and Specularity,
IJCAI81(652-657). BibRef

Westphal, H.,
Photometric Stereo for Moving Images,
ISPDSA83(448-456). BibRef 8300

Penna, M.A.[Michael A.], Chen, S.,
Shape-from-Shading Using Multiple Light Sources,
IJIS(1), 1986, pp. 263-291. BibRef 8600

Pentland, A.P.,
Photometric Motion,
PAMI(13), No. 9, September 1991, pp. 879-890.
IEEE DOI BibRef 9109
Earlier: ICCV90(178-187).
IEEE DOI Shape and reflectance using a closed from solution and the changes in a point's imaged intensity through motion. BibRef

Onn, R., and Bruckstein, A.M.,
Integrability Disambiguates Surface Recovery in Two-Image Photometric Stereo,
IJCV(5), No. 1, August 1990, pp. 105-113.
Springer DOI BibRef 9008

Sato, H., Nayar, S.K., and Ikeuchi, K.,
Implementation and Evaluation of a Three-Dimensional Photometric Sampler,
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Higuchi, K.[Kazunori], Hebert, M.[Martial], Ikeuchi, K.[Katsushi],
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PS File. BibRef 9312

Murase, H., Nayar, S.K.,
Illumination Planning for Object Recognition Using Parametric Eigenspaces,
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IEEE DOI BibRef 9412
Earlier:
Illumination Planning for Object Recognition in Structured Environments,
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IEEE DOI BibRef

Ikeuchi, K.,
Determining a Depth Map Using a Dual Photometric Stereo,
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Ikeuchi, K.,
Determining Surface Orientations of Specular Surfaces by Using the Photometric Stereo Method,
PAMI(3), No. 6, November 1981, pp. 661-669. Early work in the area. BibRef 8111

Ikeuchi, K.[Katsushi], and Horn, B.K.P.[Berthold K.P.],
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IJCAI79(413-415). BibRef 7900
And: MIT AI Memo-539, August 1979. BibRef

Solomon, F.J.[Fredric J.],
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Solomon, F., and Ikeuchi, K.,
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And:
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CMU-RI-TR-94-26, October 1994. Three light sources for inspection given a CAD model. BibRef

Kim, B.[Byungil], Burger, P.[Peter],
Depth and Shape form Shading Using the Photometric Stereo Method,
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Elsevier DOI BibRef 9111
Earlier:
Calculation of Surface Position and Orientation Using the Photometric Stereo Method,
CVPR88(492-497).
IEEE DOI By using 3 light sources in a straight line, only 3 sources are needed for uniform and textured surfaces (rather than the standard 4). BibRef

Hayakawa, H.,
Photometric Stereo under a Light-Source with Arbitrary Motion,
JOSA-A(11), No. 11, November 1994, pp. 3079-3089. BibRef 9411

Wolff, L.B.[Lawrence B.], Fan, J.[Joel],
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Earlier:
Segmentation of Surface Curvature Using a Photometric Invariant,
CVPR94(23-30).
IEEE DOI BibRef
And: A2, A1:
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ARPA94(II:1547-1554). BibRef

Fan, J., Wolff, L.B.,
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Wolff, L.B.,
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Wolff, L.B., and Angelopoulou, E.,
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Wolff, L.B.,
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IEEE DOI BibRef
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DARPA93(1025-1030). BibRef
Earlier:
Diffuse Reflection,
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IEEE DOI BibRef
And:
On Diffuse Reflection and Photometric Stereo,
DARPA92(437-448).
See also Polarization-Based Material Classification from Specular Reflection. BibRef

Wolff, L.B.,
Shape Understanding from Lambertian Photometric Flow Fields,
DARPA89(974-982). BibRef 8900
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IEEE DOI BibRef
Earlier:
Surface Curvature and Contour from Photometric Stereo,
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Kozera, R.,
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Hansen, K.V., Larsen, J.,
An Algorithm for Successive Identification of Reflections,
IP(3), No. 3, May 1994, pp. 281-291.
IEEE DOI BibRef 9405

Torreao, J.R.A.,
Bayesian Shape Estimation: Shape-from-Shading and Photometric Stereo Revisited,
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Torreao, J.R.A.[José R.A.],
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Torreão, J.R.A.[José R.A.],
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Torreão, J.R.A.[José R.A.],
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Torreão, J.R.A.[José R.A.], Fernandes, J.L.[João L.], Leitão, H.C.G.[Helena C.G.],
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Elsevier DOI 0611
Photometric motion; Physics-based vision; Shape from shading BibRef

Torreao, J.R.A.[Jose R.A.], Fernandes, J.L.[Joao L.],
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Biological vision; Linear-nonlinear model; Shape from shading BibRef

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Lee, C.H., Rosenfeld, A.,
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Lee, C.H., Rosenfeld, A.,
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Kay, G., Caelli, T.M.,
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Kay, G., Caelli, T.M.,
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Flynn, P.J.[Patrick J.],
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IEEE DOI BibRef

Lee, K.M., Kuo, C.C.J.,
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Gradient space analysis of surface defects using a photometric stereo derived bump map,
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Photometric stereo; Specular reflection; Shadows; Surface reflectance; Surface orientation; Height map; Linear least-squares solution BibRef

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Springer DOI
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Reciprocal Image Features for Uncalibrated Helmholtz Stereopsis,
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Noakes, L.[Lyle], Kozera, R.[Ryszard],
Nonlinearities and Noise Reduction in 3-Source Photometric Stereo,
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Denoising Images: Non-linear Leap-Frog for Shape and Light-Source Recovery,
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Kozera, R.[Ryszard], Okulicka-Dluzewska, F.[Felicja], Noakes, L.[Lyle],
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Integrated Parallel 2D-Leap-Frog Algorithm for Noisy Three Image Photometric Stereo,
GPID15(73-87).
Springer DOI 1603
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Conjugate Gradient in Noisy Photometric Stereo,
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Springer DOI 1410
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Horovitz, I.[Itsik], Kiryati, N.[Nahum],
Depth from gradient fields and control points: Bias Correction in Photometric Stereo,
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Goldman, D.B.[Dan B.], Curless, B.[Brian], Hertzmann, A.[Aaron], Seitz, S.M.[Steven M.],
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A Theory of Spherical Harmonic Identities for BRDF/Lighting Transfer and Image Consistency,
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Springer DOI 0608
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Frequency-Space Decomposition and Acquisition of Light Transport under Spatially Varying Illumination,
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A theory of differential photometric stereo for unknown isotropic BRDFs,
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IEEE DOI 1106
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Photometric stereo under blurred observations,
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IEEE DOI 0409
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IEEE DOI 0510
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Drbohlav, O.[Ondrej], Chantler, M.J.[Mike J.],
Can Two Specular Pixels Calibrate Photometric Stereo?,
ICCV05(II: 1850-1857).
IEEE DOI 0510
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And:
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BMVC05(xx-yy).
HTML Version. 0509
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Drbohlav, O.[Ondrej], Sara, R.[Radim],
Specularities Reduce Ambiguity of Uncalibrated Photometric Stereo,
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Unambigous Determination of Shape from Photometric Stereo with Unknown Light Sources,
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IEEE DOI 0106
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Earlier:
Dense Photometric Stereo by Expectation Maximization,
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Springer DOI 0608
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Earlier:
Dense Photometric Stereo Using a Mirror Sphere and Graph Cut,
CVPR05(I: 140-147).
IEEE DOI 0507
Surface normals and visible surfaces each optimized by EM process. BibRef

Tang, K.L.[Kam-Lun], Tang, C.K.[Chi-Keung], Wong, T.T.[Tien-Tsin],
Dense Photometric Stereo Using Tensorial Belief Propagation,
CVPR05(I: 132-139).
IEEE DOI 0507
BibRef
And:
A Markov Random Field Approach for Dense Photometric Stereo,
CVPR05(II: 1197).
IEEE DOI 0507
BibRef

Gu, J., Tu, C., Ramamoorthi, R., Belhumeur, P.N., Matusik, W., Nayar, S.K.,
Time-varying Surface Appearance: Acquisition, Modeling, and Rendering,
ToG(25), July 2006.
PDF File. Code, Surface Appearance.
WWW Link. BibRef 0607

Wang, L.[Liang], Yang, R.G.[Rui-Gang], Davis, J.E.[James E.],
BRDF Invariant Stereo Using Light Transport Constancy,
PAMI(29), No. 9, September 2007, pp. 1616-1626.
IEEE DOI 0709
BibRef
Earlier: A3, A2, A1: ICCV05(I: 436-443).
IEEE DOI 0510
Allow for arbitrary reflectance (not just Lambertian). BibRef

Feris, R.S.[Rogerio S.], Raskar, R.[Ramesh], Chen, L.B.[Long-Bin], Tan, K.H.[Kar-Han], Turk, M.A.[Matthew A.],
Multiflash Stereopsis: Depth-Edge-Preserving Stereo with Small Baseline Illumination,
PAMI(30), No. 1, January 2008, pp. 147-159.
IEEE DOI 0711
BibRef
Earlier:
Discontinuity Preserving Stereo with Small Baseline Multi-Flash Illumination,
ICCV05(I: 412-419).
IEEE DOI 0510
Single camera, 4 flash. Preserve depth edges since they are important. BibRef

Turk, M.[Matthew],
Computational Illumination,
CIARP10(5).
Springer DOI 1011
Lighting, shadows, structured light, etc. BibRef

Tan, P.[Ping], Lin, S.[Stephen], Quan, L.[Long],
Subpixel Photometric Stereo,
PAMI(30), No. 8, August 2008, pp. 1460-1471.
IEEE DOI 0806
BibRef
Earlier:
Resolution-Enhanced Photometric Stereo,
ECCV06(III: 58-71).
Springer DOI 0608
BibRef

Kuparinen, T.[Toni], Kyrki, V.[Ville],
Optimal Reconstruction of Approximate Planar Surfaces Using Photometric Stereo,
PAMI(31), No. 12, December 2009, pp. 2282-2289.
IEEE DOI 0911
Reconstruction from noisy real images. Planes. high-frequency height variations (roughness?) BibRef

Miyazaki, D.[Daisuke], Hara, K.[Kenji], Ikeuchi, K.[Katsushi],
Median Photometric Stereo as Applied to the Segonko Tumulus and Museum Objects,
IJCV(86), No. 2-3, January 2010, pp. xx-yy.
Springer DOI 1001
For virtual museum, estimate surface normal of art work. BibRef

Miyazaki, D.[Daisuke], Ikeuchi, K.[Katsushi],
Photometric stereo under unknown light sources using robust SVD with missing data,
ICIP10(4057-4060).
IEEE DOI 1009
BibRef
And:
Photometric stereo using graph cut and M-estimation for a virtual tumulus in the presence of highlights and shadows,
ACVA10(70-77).
IEEE DOI 1006
BibRef

Chi, C.[Cui], Yoo, H.J.[Hyun-Jin], Ben-Ezra, M.[Moshe],
Multi-Spectral Imaging by Optimized Wide Band Illumination,
IJCV(86), No. 2-3, January 2010, pp. xx-yy.
Springer DOI 1001
Optimize spectrum to maximize signal strength. BibRef

Kim, H.W.[Hyeong-Woo], Wilburn, B.[Bennett], Ben-Ezra, M.[Moshe],
Photometric Stereo for Dynamic Surface Orientations,
ECCV10(I: 59-72).
Springer DOI 1009
BibRef

Lu, Z.[Zheng], Tai, Y.W.[Yu-Wing], Deng, F.[Fanbo], Ben-Ezra, M.[Moshe], Brown, M.S.[Michael S.],
A 3D Imaging Framework Based on High-Resolution Photometric-Stereo and Low-Resolution Depth,
IJCV(102), No. 1-3, March 2013, pp. 18-32.
WWW Link. 1303
BibRef

McGunnigle, G.,
Photometric stereo with gradated extended sources for recovery of specular surfaces,
JOSA-A(27), No. 5, May 2010, pp. 1127-1136.
WWW Link. 1006
BibRef

Dong, J.Y.[Jun-Yu], McGunnigle, G., Su, L.Y.[Li-Yuan], Fang, Y.X.[Yan-Xia], Wang, Y.L.[Yu-Liang],
Improving photometric stereo with laser sectioning,
3DIM09(1748-1754).
IEEE DOI 0910
BibRef

McGunnigle, G., Dong, J.Y.[Jun-Yu],
Augmenting photometric stereo with coaxial illumination,
IET-CV(5), No. 1, March 2011, pp. 33-49.
DOI Link 1101
BibRef

Julia, C.[Carme], Moreno, R.[Rodrigo], Puig, D.[Domenec], Garcia, M.A.[Miguel Angel],
Shape-based image segmentation through photometric stereo,
CVIU(115), No. 1, January 2011, pp. 91-104.
Elsevier DOI 1011
Photometric stereo; 3D surface normals; Graph-based image segmentation
See also Analysis of focus measure operators for shape-from-focus. BibRef

Julià, C.[Carme], Lumbreras, F.[Felipe], Sappa, A.D.[Angel D.],
A Factorization-Based Approach To Photometric Stereo,
IJIST(21), No. 1, 2011, pp. 115-119.
DOI Link factorization technique, photometric stereo, missing data BibRef 1100

Julià, C.[Carme], Sappa, A.D.[Angel D.], Lumbreras, F.[Felipe], Serrat, J.[Joan], López, A.M.[Antonio M.],
Photometric stereo through an adapted alternation approach,
ICIP08(1500-1503).
IEEE DOI 0810
BibRef
Earlier:
Recovery of Surface Normals and Reflectance from Different Lighting Conditions,
ICIAR08(xx-yy).
Springer DOI 0806
BibRef

Saracchini, R.F.V., Stolfi, J., da Gama Leitao, H.C.,
A Uniform Grid Structure to Speed Up Example-Based Photometric Stereo,
IP(20), No. 12, December 2011, pp. 3495-3507.
IEEE DOI 1112

See also robust multi-scale integration method to obtain the depth from gradient maps, A. BibRef

McGunnigle, G., Dong, J.Y.[Jun-Yu], Wang, X.F.[Xue-Fang],
Photometric stereo applied to diffuse surfaces that violate Lambert's law,
JOSA-A(29), No. 4, April 2012, pp. 627-636.
WWW Link. 1204
BibRef

Yang, Q.X.[Qing-Xiong], Ahuja, N.[Narendra],
Surface reflectance and normal estimation from photometric stereo,
CVIU(116), No. 7, July 2012, pp. 793-802.
Elsevier DOI 1202
Reflection components separation; Specular reflection; Dichromatic reflection model; Chromaticity; Photometric stereo BibRef

Harrison, A.P.[Adam P.], Joseph, D.[Dileepan],
Translational photometric alignment of single-view image sequences,
CVIU(116), No. 6, June 2012, pp. 765-776.
Elsevier DOI 1204
Image alignment; Photometric stereo; Nonlinear minimization; Maximum likelihood estimation; Depth map reconstruction BibRef

Harrison, A.P.[Adam P.], Joseph, D.[Dileepan],
Maximum Likelihood Estimation of Depth Maps Using Photometric Stereo,
PAMI(34), No. 7, July 2012, pp. 1368-1380.
IEEE DOI 1205
Depth map from single viewpoint, with varying illumination Propogate Gaussian noise through the computation. BibRef

Quéau, Y.[Yvain], Wu, T.[Tao], Cremers, D.[Daniel],
Semi-calibrated Near-Light Photometric Stereo,
SSVM17(656-668).
Springer DOI 1706
BibRef

Mecca, R.[Roberto], Falcone, M.[Maurizio],
Uniqueness and Approximation of a Photometric Shape-from-Shading Model,
SIIMS(6), No. 1, 2013, pp. 616-659.
DOI Link 1304

See also Numerical methods for shape-from-shading: A new survey with benchmarks. BibRef

Mecca, R.[Roberto], Wetzler, A.[Aaron], Bruckstein, A.M.[Alfred M.], Kimmel, R.[Ron],
Near Field Photometric Stereo with Point Light Sources,
SIIMS(7), No. 4, 2014, pp. 2732-2770.
DOI Link 1412
BibRef
Earlier: A2, A4, A3, A1:
Close-Range Photometric Stereo with Point Light Sources,
3DV14(115-122)
IEEE DOI 1503
BibRef
Earlier: A1, A2, A4, A3:
Direct Shape Recovery from Photometric Stereo with Shadows,
3DV13(382-389)
IEEE DOI 1311
image reconstruction. Attenuation. BibRef

Logothetis, F.[Fotios], Mecca, R.[Roberto], Budvytis, I.[Ignas], Cipolla, R.[Roberto],
A CNN Based Approach for the Point-Light Photometric Stereo Problem,
IJCV(131), No. 1, January 2023, pp. 101-120.
Springer DOI 2301
BibRef

Logothetis, F.[Fotios], Mecca, R.[Roberto], Queau, Y.[Yvain], Cipolla, R.[Roberto],
Near-Field Photometric Stereo in Ambient Light,
BMVC16(xx-yy).
HTML Version. 1805
BibRef

Tozza, S., Mecca, R.[Roberto], Duocastella, M., del Bue, A.[Alessio],
Direct Differential Photometric Stereo Shape Recovery of Diffuse and Specular Surfaces,
JMIV(56), No. 1, September 2016, pp. 57-76.
Springer DOI 1605
BibRef

Mecca, R.[Roberto], Rosman, G.[Guy], Kimmel, R.[Ron], Bruckstein, A.M.[Alfred M.],
Perspective Photometric Stereo with Shadows,
SSVM13(258-269).
Springer DOI 1305
BibRef

Or-El, R.[Roy], Rosman, G.[Guy], Wetzler, A.[Aaron], Kimmel, R.[Ron], Bruckstein, A.M.[Alfred M.],
RGBD-fusion: Real-time high precision depth recovery,
CVPR15(5407-5416)
IEEE DOI 1510
BibRef

Camilli, F., Falcone, M.[Maurizio],
An Approximation Scheme for the Maximal Solution of the Shape-from-Shading Model,
ICIP96(I: 49-52).
IEEE DOI 9610
BibRef

Mecca, R.[Roberto], Tankus, A.[Ariel], Wetzler, A., Bruckstein, A.M.[Alfred Marcel],
A Direct Differential Approach to Photometric Stereo with Perspective Viewing,
SIIMS(7), No. 2, 2014, pp. 579-612.
DOI Link 1405
BibRef
Earlier: A1, A2, A4, Only:
Two-Image Perspective Photometric Stereo Using Shape-from-Shading,
ACCV12(IV:110-121).
Springer DOI 1304

See also Shape-from-Shading Under Perspective Projection. BibRef

Mecca, R.[Roberto],
Uniqueness for shape from shading via photometric stereo technique,
ICIP11(2933-2936).
IEEE DOI 1201
BibRef

Tankus, A.[Ariel], Kiryati, N.[Nahum],
Photometric Stereo under Perspective Projection,
ICCV05(I: 611-616).
IEEE DOI 0510
BibRef

Radow, G.[Georg], Hoeltgen, L.[Laurent], Quéau, Y.[Yvain], Breuß, M.[Michael],
Optimisation of Classic Photometric Stereo by Non-convex Variational Minimisation,
JMIV(61), No. 1, January 2019, pp. 84-105.
Springer DOI
WWW Link. 1901
BibRef
Earlier: A2, A3, A4, A1:
Optimised photometric stereo via non-convex variational minimisation,
BMVC16(xx-yy).
HTML Version. 1805
BibRef

Haefner, B., Ye, Z., Gao, M., Wu, T., Queau, Y., Cremers, D.,
Variational Uncalibrated Photometric Stereo Under General Lighting,
ICCV19(8538-8547)
IEEE DOI 2004
concave programming, image reconstruction, lighting, shape recognition, stereo image processing, Three-dimensional displays BibRef

Quéau, Y.[Yvain], Bruneau, R.[Robin], Mélou, J.[Jean], Durou, J.D.[Jean-Denis], Lauze, F.[François],
On Photometric Stereo in the Presence of a Refractive Interface,
SSVM23(691-703).
Springer DOI 2307
BibRef

Quéau, Y.[Yvain], Wu, T., Lauze, F., Durou, J.D.[Jean-Denis], Cremers, D.,
A Non-convex Variational Approach to Photometric Stereo under Inaccurate Lighting,
CVPR17(350-359)
IEEE DOI 1711
Cameras, Computational modeling, Lighting, Mathematical model, Random variables, Robustness, Uninterruptible, power, systems BibRef

Quéau, Y.[Yvain], Mélou, J.[Jean], Castan, F.[Fabien], Cremers, D.[Daniel], Durou, J.D.[Jean-Denis],
A Variational Approach to Shape-from-Shading Under Natural Illumination,
EMMCVPR17(342-357).
Springer DOI 1805
BibRef

Mecca, R.[Roberto], Durou, J.D.[Jean-Denis],
Unambiguous Photometric Stereo Using Two Images,
CIAP11(I: 286-295).
Springer DOI 1109
BibRef

Quéau, Y.[Yvain], Lauze, F.[Franšois], Durou, J.D.[Jean-Denis],
Solving Uncalibrated Photometric Stereo Using Total Variation,
JMIV(52), No. 1, May 2015, pp. 87-107.
WWW Link. 1505
BibRef
And:
A L1-TV Algorithm for Robust Perspective Photometric Stereo with Spatially-Varying Lightings,
SSVM15(498-510).
Springer DOI 1506
BibRef
Earlier:
Solving the Uncalibrated Photometric Stereo Problem Using Total Variation,
SSVM13(270-281).
Springer DOI 1305
BibRef

Quéau, Y.[Yvain], Mecca, R., Durou, J.D.[Jean-Denis],
Unbiased Photometric Stereo for Colored Surfaces: A Variational Approach,
CVPR16(4359-4368)
IEEE DOI 1612
BibRef

Quéau, Y.[Yvain], Durou, J.D.[Jean-Denis],
Edge-Preserving Integration of a Normal Field: Weighted Least-Squares, TV and L1 Approaches,
SSVM15(576-588).
Springer DOI 1506
BibRef

Angelopoulou, M.E.[Maria E.], Petrou, M.[Maria],
Evaluating the effect of diffuse light on photometric stereo reconstruction,
MVA(25), No. 1, January 2014, pp. 199-210.
WWW Link. 1402
BibRef

Angelopoulou, M.E.[Maria E.], Petrou, M.[Maria],
Uncalibrated flatfielding and illumination vector estimationfor photometric stereo face reconstruction,
MVA(25), No. 5, July 2014, pp. 1317-1332.
WWW Link. 1407
BibRef

Argyriou, V.[Vasileios], Zafeiriou, S.P.[Stefanos P.], Petrou, M.[Maria],
Optimal illumination directions for faces and rough surfaces for single and multiple light imaging using class-specific prior knowledge,
CVIU(125), No. 1, 2014, pp. 16-36.
Elsevier DOI 1406
Photometric stereo BibRef

Papadhimitri, T.[Thoma], Favaro, P.[Paolo],
A Closed-Form, Consistent and Robust Solution to Uncalibrated Photometric Stereo Via Local Diffuse Reflectance Maxima,
IJCV(107), No. 2, April 2014, pp. 139-154.
WWW Link. 1404
BibRef
And:
Uncalibrated Near-Light Photometric Stereo,
BMVC14(xx-yy).
HTML Version. 1410
BibRef
And:
A New Perspective on Uncalibrated Photometric Stereo,
CVPR13(1474-1481)
IEEE DOI 1309
BibRef
Earlier: A2, A1:
A closed-form solution to uncalibrated photometric stereo via diffuse maxima,
CVPR12(821-828).
IEEE DOI 1208
GBR ambiguity; Uncalibrated photometric stereo; perspective projection BibRef

Shiradkar, R.[Rakesh], Tan, P.[Ping], Ong, S.H.[Sim Heng],
Auto-calibrating photometric stereo using ring light constraints,
MVA(25), No. 3, April 2014, pp. 801-809.
WWW Link. 1404
BibRef

Shi, B.X.[Bo-Xin], Tan, P.[Ping], Matsushita, Y.[Yasuyuki], Ikeuchi, K.[Katsushi],
Bi-Polynomial Modeling of Low-Frequency Reflectances,
PAMI(36), No. 6, June 2014, pp. 1078-1091.
IEEE DOI 1406
BibRef
Earlier:
Elevation Angle from Reflectance Monotonicity: Photometric Stereo for General Isotropic Reflectances,
ECCV12(III: 455-468).
Springer DOI 1210
Brain modeling BibRef

Minami, K.[Kazuma], Santo, H.[Hiroaki], Okura, F.[Fumio], Matsushita, Y.[Yasuyuki],
Symmetric-light Photometric Stereo,
WACV22(317-325)
IEEE DOI 2202
Estimation, Optical variables control, Calibration, Light sources, 3D Computer Vision Low-level and Physics-based Vision BibRef

Ikehata, S.[Satoshi], Wipf, D.[David], Matsushita, Y.[Yasuyuki], Aizawa, K.[Kiyoharu],
Photometric Stereo Using Sparse Bayesian Regression for General Diffuse Surfaces,
PAMI(36), No. 9, September 2014, pp. 1816-1831.
IEEE DOI 1408
BibRef
Earlier:
Robust photometric stereo using sparse regression,
CVPR12(318-325).
IEEE DOI 1208
Bayes methods BibRef

Chen, G.Y.[Guan-Ying], Waechter, M.[Michael], Shi, B.X.[Bo-Xin], Wong, K.Y.K.[Kwan-Yee K.], Matsushita, Y.[Yasuyuki],
What Is Learned in Deep Uncalibrated Photometric Stereo?,
ECCV20(XIV:745-762).
Springer DOI 2011
BibRef

Ikehata, S.[Satoshi],
CNN-PS: CNN-Based Photometric Stereo for General Non-convex Surfaces,
ECCV18(XV: 3-19).
Springer DOI 1810
BibRef

Ikehata, S.[Satoshi], Aizawa, K.[Kiyoharu],
Photometric Stereo Using Constrained Bivariate Regression for General Isotropic Surfaces,
CVPR14(2187-2194)
IEEE DOI 1409
isotropic BRDF;photometric stereo BibRef

Lu, F.[Feng], Matsushita, Y.[Yasuyuki], Sato, I.[Imari], Okabe, T.[Takahiro], Sato, Y.[Yoichi],
From Intensity Profile to Surface Normal: Photometric Stereo for Unknown Light Sources and Isotropic Reflectances,
PAMI(37), No. 10, October 2015, pp. 1999-2012.
IEEE DOI 1509
BibRef
Earlier:
Uncalibrated Photometric Stereo for Unknown Isotropic Reflectances,
CVPR13(1490-1497)
IEEE DOI 1309
Databases BibRef

Santo, H.[Hiroaki], Samejima, M.[Masaki], Sugano, Y.[Yusuke], Shi, B.X.[Bo-Xin], Matsushita, Y.[Yasuyuki],
Deep Photometric Stereo Networks for Determining Surface Normal and Reflectances,
PAMI(44), No. 1, January 2022, pp. 114-128.
IEEE DOI 2112
BibRef
Deep Photometric Stereo Network,
PBVDL17(501-509)
IEEE DOI 1802
Estimation, Shape, Computational modeling, Neural networks, Pattern analysis, Deep learning, Photometric stereo, deep learning. Databases, Estimation, Lighting, Robustness, Surface treatment, Training BibRef

Lu, F.[Feng], Chen, X., Sato, I.[Imari], Sato, Y.[Yoichi],
SymPS: BRDF Symmetry Guided Photometric Stereo for Shape and Light Source Estimation,
PAMI(40), No. 1, January 2018, pp. 221-234.
IEEE DOI 1712
Azimuth, Cameras, Estimation, Light sources, Robustness, Shape, Two dimensional displays, BRDF symmetry, Photometric stereo, uncalibrated light sources BibRef

Ackermann, J.[Jens], Goesele, M.[Michael],
A Survey of Photometric Stereo Techniques,
FTCGV(9), No. 3-4, 2015, pp. 149-254.
DOI Link 1512
Survey, Photometric Stereo. BibRef

Han, T.Q.[Tian-Qi], Shen, H.L.[Hui-Liang],
Photometric Stereo for General BRDFs via Reflection Sparsity Modeling,
IP(24), No. 12, December 2015, pp. 4888-4903.
IEEE DOI 1512
light sources BibRef

Shen, H.L.[Hui-Liang], Han, T.Q.[Tian-Qi], Li, C.,
Efficient Photometric Stereo Using Kernel Regression,
IP(26), No. 1, January 2017, pp. 439-451.
IEEE DOI 1612
decomposition BibRef

Smith, W.A.P.[William A.P.], Fang, F.[Fufu],
Height from photometric ratio with model-based light source selection,
CVIU(145), No. 1, 2016, pp. 128-138.
Elsevier DOI 1604
Photometric stereo. Directly recover height. BibRef

Hernández-Rodríguez, F.[Felipe], Castelán, M.[Mario],
A photometric sampling method for facial shape recovery,
MVA(27), No. 4, May 2016, pp. 483-497.
WWW Link. 1605
BibRef
Earlier:
A method for improving consistency in photometric databases,
BMVC12(59).
DOI Link 1301
BibRef
Earlier:
Extended Photometric Sampling for Surface Shape Recovery,
MCPR12(55-64).
Springer DOI 1208
BibRef

Mongkulmann, W.[Wiennat], Okabe, T.[Takahiro], Sato, Y.[Yoichi],
Auto-Radiometric Calibration in Photometric Stereo,
IEICE(E99-D), No. 12, December 2016, pp. 3154-3164.
WWW Link. 1612
BibRef
Earlier:
Photometric stereo with auto-radiometric calibration,
Color11(753-758).
IEEE DOI 1201
BibRef

Kobayashi, M., Okabe, T., Matsushita, Y., Sato, Y.,
Surface Reconstruction in Photometric Stereo with Calibration Error,
3DIMPVT11(25-32).
IEEE DOI 1109
BibRef

Mecca, R.[Roberto], Quéau, Y.[Yvain], Logothetis, F.[Fotios], Cipolla, R.[Roberto],
A Single-Lobe Photometric Stereo Approach for Heterogeneous Material,
SIIMS(9), No. 4, 2016, pp. 1858-1888.
DOI Link 1612
BibRef
Earlier: A1, A2, Only:
Unifying diffuse and specular reflections for the photometric stereo problem,
WACV16(1-9)
IEEE DOI 1606
Cameras BibRef

Logothetis, F.[Fotios], Mecca, R.[Roberto], Cipolla, R.[Roberto],
Semi-Calibrated Near Field Photometric Stereo,
CVPR17(4521-4530)
IEEE DOI 1711
Brightness, Geometry, Light sources, Lighting, Mathematical model, Shape, BibRef

Tsiotsios, C.[Chourmouzios], Davison, A.J.[Andrew J.], Kim, T.K.[Tae-Kyun],
Near-lighting Photometric Stereo for unknown scene distance and medium attenuation,
IVC(57), No. 1, 2017, pp. 44-57.
Elsevier DOI 1702
Underwater vision BibRef

Quéau, Y.[Yvain], Mecca, R.[Roberto], Durou, J.D.[Jean-Denis], Descombes, X.[Xavier],
Photometric stereo with only two images: A theoretical study and numerical resolution,
IVC(57), No. 1, 2017, pp. 175-191.
Elsevier DOI 1702
3D-reconstruction BibRef

Liao, J., Buchholz, B., Thiery, J.M., Bauszat, P., Eisemann, E.,
Indoor Scene Reconstruction Using Near-Light Photometric Stereo,
IP(26), No. 3, March 2017, pp. 1089-1101.
IEEE DOI 1703
Hough transforms BibRef

Cho, D.H.[Dong-Hyeon], Matsushita, Y.[Yasuyuki], Tai, Y.W.[Yu-Wing], Kweon, I.S.[In So],
Semi-Calibrated Photometric Stereo,
PAMI(42), No. 1, January 2020, pp. 232-245.
IEEE DOI 1912
BibRef
Earlier:
Photometric Stereo Under Non-uniform Light Intensities and Exposures,
ECCV16(II: 170-186).
Springer DOI 1611
Light sources, Calibration, Robustness, Cameras, Minimization, Machine intelligence, Photometric stereo, surface normal BibRef

Murez, Z.[Zak], Treibitz, T.[Tali], Ramamoorthi, R., Kriegman, D.J.[David J.],
Photometric Stereo in a Scattering Medium,
PAMI(39), No. 9, September 2017, pp. 1880-1891.
IEEE DOI 1708
BibRef
Earlier:
Photometric Stereo in a Scattering Medium,
ICCV15(3415-3423)
IEEE DOI 1602
Backscatter, Cameras, Light sources, Media, Scattering, Surface reconstruction, Photometric stereo, fluorescence, scattering medium BibRef

Treibitz, T.[Tali], Murez, Z.[Zak], Mitchell, B.G.[B. Greg], Kriegman, D.J.[David J.],
Shape from Fluorescence,
ECCV12(VII: 292-306).
Springer DOI 1210
BibRef

Bartal, O.[Ofer], Ofir, N.[Nati], Lipman, Y.[Yaron], Basri, R.[Ronen],
Photometric Stereo by Hemispherical Metric Embedding,
JMIV(60), No. 2, February 2018, pp. 148-162.
Springer DOI 1802
BibRef

Sengupta, S.[Soumyadip], Zhou, H.[Hao], Forkel, W.[Walter], Basri, R.[Ronen], Goldstein, T.[Tom], Jacobs, D.W.[David W.],
Solving Uncalibrated Photometric Stereo Using Fewer Images by Jointly Optimizing Low-rank Matrix Completion and Integrability,
JMIV(60), No. 4, May 2018, pp. 563-575.
Springer DOI 1804
BibRef

Lichy, D.[Daniel], Wu, J.[Jiaye], Sengupta, S.[Soumyadip], Jacobs, D.W.[David W.],
Shape and Material Capture at Home,
CVPR21(6119-6129)
IEEE DOI 2111
Estimating the geometry and reflectance of objects using only a camera, flashlight, and optionally a tripod. Reflectivity, Geometry, Training, Image resolution, Shape, Neural networks BibRef

Quéau, Y.[Yvain], Durix, B.[Bastien], Wu, T.[Tao], Cremers, D.[Daniel], Lauze, F.[François], Durou, J.D.[Jean-Denis],
LED-Based Photometric Stereo: Modeling, Calibration and Numerical Solution,
JMIV(60), No. 3, March 2018, pp. 313-340.
Springer DOI 1804
BibRef

Abzal, A.[Ali], Saadatseresht, M.[Mohammad], Varshosaz, M.[Masood],
Development of a novel simplification mask for multi-shot optical scanners,
PandRS(142), 2018, pp. 12-20.
Elsevier DOI 1807
Point cloud simplification, Multi-shotscanners, Photometric stereo BibRef

Mo, Z.P.[Zhi-Peng], Shi, B.X.[Bo-Xin], Yeung, S.K.[Sai-Kit], Matsushita, Y.[Yasuyuki],
Ambiguity-Free Radiometric Calibration for Internet Photo Collections,
PAMI(42), No. 7, July 2020, pp. 1670-1684.
IEEE DOI 2006
BibRef
Earlier:
Radiometric Calibration for Internet Photo Collections,
CVPR17(275-283)
IEEE DOI 1711
Radiometric calibration, photo collections, internet images, exponential ambiguity, edge color blending. Calibration, Cameras, Internet, Lighting, Minimization, Radiometry BibRef

Jung, J.Y.[Ji-Young], Lee, J.Y.[Joon-Young], Kweon, I.S.[In So],
One-Day Outdoor Photometric Stereo Using Skylight Estimation,
IJCV(127), No. 8, August 2019, pp. 1126-1142.
Springer DOI 1907
BibRef
And: Captions Correction: IJCV(127), No. 8, August 2019, pp. 1143.
Springer DOI 1907
BibRef
Earlier:
One-day outdoor photometric stereo via skylight estimation,
CVPR15(4521-4529)
IEEE DOI 1510
BibRef

Logothetis, F.[Fotios], Mecca, R.[Roberto], Sgallari, F.[Fiorella], Cipolla, R.[Roberto],
A Differential Approach to Shape from Polarisation: A Level-Set Characterisation,
IJCV(127), No. 11-12, December 2019, pp. 1680-1693.
Springer DOI 1911
Shape from polarisation, Linear PDEs, Photometric stereo, Quasi-linear PDEs, Specular reflection, Diffuse reflection, Variational method. BibRef

Fujimura, Y.[Yuki], Iiyama, M.[Masaaki], Hashimoto, A.[Atsushi], Minoh, M.[Michihiko],
Photometric Stereo in Participating Media Using an Analytical Solution for Shape-Dependent Forward Scatter,
PAMI(42), No. 3, March 2020, pp. 708-719.
IEEE DOI 2002
BibRef
Earlier:
Photometric Stereo in Participating Media Considering Shape-Dependent Forward Scatter,
CVPR18(7445-7453)
IEEE DOI 1812
Media, Shape, Image reconstruction, Backscatter, Computational modeling, Scattering, single scattering. Shape, Cameras. BibRef

Ju, Y.K.[Ya-Kun], Dong, X.H.[Xing-Hui], Wang, Y.Y.[Ying-Yu], Qi, L.[Lin], Dong, J.Y.[Jun-Yu],
A dual-cue network for multispectral photometric stereo,
PR(100), 2020, pp. 107162.
Elsevier DOI 2005
Multispectral photometric stereo, Normal estimation, Deep neural networks, Networks fusion BibRef

Ju, Y.K.[Ya-Kun], Shi, B.X.[Bo-Xin], Jian, M.W.[Mu-Wei], Qi, L.[Lin], Dong, J.Y.[Jun-Yu], Lam, K.M.[Kin-Man],
NormAttention-PSN: A High-frequency Region Enhanced Photometric Stereo Network with Normalized Attention,
IJCV(130), No. 12, December 2022, pp. 3014-3034.
Springer DOI 2211
BibRef

Caracotte, J.[Jordan], Morbidi, F.[Fabio], Mouaddib, E.[El_Mustapha],
Photometric stereo with central panoramic cameras,
CVIU(201), 2020, pp. 103080.
Elsevier DOI 2011
BibRef

Chen, L.X.[Li-Xiong], Zheng, Y.Q.[Yin-Qiang], Shi, B.X.[Bo-Xin], Subpa-Asa, A.[Art], Sato, I.[Imari],
A Microfacet-Based Model for Photometric Stereo with General Isotropic Reflectance,
PAMI(43), No. 1, January 2021, pp. 48-61.
IEEE DOI 2012
BibRef
Earlier:
A Microfacet-Based Reflectance Model for Photometric Stereo with Highly Specular Surfaces,
ICCV17(3181-3189)
IEEE DOI 1802
Ellipsoids, Shape, Rendering (computer graphics), Numerical models, Rough surfaces, Surface roughness, Optical surface waves, microfacet theory. approximation theory, image reconstruction, photometry, reflectivity, stereo image processing, Shape BibRef

Tanaka, K.[Kenichiro], Ikeya, N.[Nobuhiro], Takatani, T.[Tsuyoshi], Kubo, H.[Hiroyuki], Funatomi, T.[Takuya], Ravi, V.[Vijay], Kadambi, A.[Achuta], Mukaigawa, Y.[Yasuhiro],
Time-Resolved Far Infrared Light Transport Decomposition for Thermal Photometric Stereo,
PAMI(43), No. 6, June 2021, pp. 2075-2085.
IEEE DOI 2106
BibRef
Earlier: A1, A4, A2, A5, A3, A8, Only:
Time-Resolved Light Transport Decomposition for Thermal Photometric Stereo,
CVPR18(4804-4813)
IEEE DOI 1812
Cameras, Infrared heating, Scattering, Thermal decomposition, Transient analysis, Photothermal effects, image decomposition. Light sources, Scattering BibRef

Hold-Geoffroy, Y.[Yannick], Gotardo, P.F.U.[Paulo F.U.], Lalonde, J.F.[Jean-François],
Single Day Outdoor Photometric Stereo,
PAMI(43), No. 6, June 2021, pp. 2062-2074.
IEEE DOI 2106
Lighting, Sun, Image reconstruction, Clouds, Surface reconstruction, Atmospheric modeling, Meteorology, Photometric stereo, outdoor lighting BibRef

Hold-Geoffroy, Y.[Yannick], Zhang, J.S.[Jin-Song], Gotardo, P.F.U.[Paulo F.U.], Lalonde, J.F.[Jean-François],
What Is a Good Day for Outdoor Photometric Stereo?,
ICCP15(1-9)
IEEE DOI 1511
image reconstruction BibRef

Guo, H.[Heng], Okura, F.[Fumio], Shi, B.X.[Bo-Xin], Funatomi, T.[Takuya], Mukaigawa, Y.[Yasuhiro], Matsushita, Y.[Yasuyuki],
Multispectral Photometric Stereo for Spatially-Varying Spectral Reflectances: A well posed problem?,
CVPR21(963-971)
IEEE DOI 2111
Reflectivity, Image segmentation, Shape, Lighting, Estimation, Cameras BibRef

Liu, Y.[Yanru], Ju, Y.K.[Ya-Kun], Jian, M.[Muwei], Gao, F.[Feng], Rao, Y.[Yuan], Hu, Y.Q.[Ye-Qi], Dong, J.Y.[Jun-Yu],
A deep-shallow and global-local multi-feature fusion network for photometric stereo,
IVC(118), 2022, pp. 104368.
Elsevier DOI 2202
Photometric stereo, 3D reconstruction, Deep neural networks, Convolutional neural network, Multi-feature fusion BibRef

Fan, H.[Hao], Rao, Y.[Yuan], Rigall, E.[Eric], Qi, L.[Lin], Wang, Z.[Zhile], Dong, J.Y.[Jun-Yu],
Near-field photometric stereo using a ring-light imaging device,
SP:IC(102), 2022, pp. 116605.
Elsevier DOI 2202
Photometric stereo, 3D reconstruction, Shape measurement, Video signal processing BibRef

Guo, H.[Heng], Okura, F.[Fumio], Shi, B.X.[Bo-Xin], Funatomi, T.[Takuya], Mukaigawa, Y.[Yasuhiro], Matsushita, Y.[Yasuyuki],
Multispectral Photometric Stereo for Spatially-Varying Spectral Reflectances,
IJCV(130), No. 9, September 2022, pp. 2166-2183.
Springer DOI 2208
BibRef

Santo, H.[Hiroaki], Waechter, M.[Michael], Matsushita, Y.[Yasuyuki],
Deep Near-light Photometric Stereo for Spatially Varying Reflectances,
ECCV20(VIII:137-152).
Springer DOI 2011
BibRef

Enomoto, K., Waechter, M., Kutulakos, K.N., Matsushita, Y.,
Photometric Stereo via Discrete Hypothesis-and-Test Search,
CVPR20(2308-2316)
IEEE DOI 2008
Search problems, Surface treatment, Tensile stress, Lighting, Optimization, Face, Shape BibRef

Enomoto, K.[Kenji], Waechter, M.[Michael], Okura, F.[Fumio], Kutulakos, K.N.[Kiriakos N.], Matsushita, Y.[Yasuyuki],
Discrete Search Photometric Stereo for Fast and Accurate Shape Estimation,
PAMI(45), No. 4, April 2023, pp. 4355-4367.
IEEE DOI 2303
Surface treatment, Search problems, Lighting, Nearest neighbor methods, Optimization, Training, Estimation, nearest-neighbor search BibRef

Ding, Y.Q.[Yu-Qi], Ji, Y.[Yu], Chen, Z.[Zhang], Zhou, M.Y.[Ming-Yuan], Kang, S.B.[Sing Bing], Ye, J.[Jinwei],
Polarimetric Helmholtz Stereopsis,
PAMI(46), No. 7, July 2024, pp. 4597-4611.
IEEE DOI 2406
Light sources, Surface reconstruction, Reflectivity, Cameras, Shape, Estimation, 3D reconstruction, helmholtz reciprocity, polarization BibRef

Hardy, C.[Clément], Quéau, Y.[Yvain], Tschumperlé, D.[David],
Uni MS-PS: A multi-scale encoder-decoder transformer for universal photometric stereo,
CVIU(248), 2024, pp. 104093.
Elsevier DOI Code:
HTML Version. 2409
Photometric stereo, 3D-reconstruction, Normal map estimation, Multi-scale architecture, Dataset BibRef

Ju, Y.K.[Ya-Kun], Lam, K.M.[Kin-Man], Xie, W.[Wuyuan], Zhou, H.Y.[Hui-Yu], Dong, J.Y.[Jun-Yu], Shi, B.X.[Bo-Xin],
Deep Learning Methods for Calibrated Photometric Stereo and Beyond,
PAMI(46), No. 11, November 2024, pp. 7154-7172.
IEEE DOI 2410
Surface reconstruction, Reflectivity, Deep learning, Sea surface, Lighting, Image reconstruction, Deep learning, non-Lambertian, surface normals BibRef

Yu, B.[Bohan], Ren, J.[Jieji], Han, J.[Jin], Wang, F.[Feishi], Liang, J.X.[Jin-Xiu], Shi, B.X.[Bo-Xin],
EventPS: Real-Time Photometric Stereo Using an Event Camera,
CVPR24(9602-9611)
IEEE DOI Code:
WWW Link. 2410
Image resolution, Lighting, Bandwidth, Cameras, Real-time systems, Photometric Stereo, Event Camera, Real Time BibRef

Guo, H.[Heng], Ren, J.[Jieji], Wang, F.[Feishi], Shi, B.X.[Bo-Xin], Ren, M.J.[Ming-Jun], Matsushita, Y.[Yasuyuki],
DiLiGenRT: A Photometric Stereo Dataset with Quantified Roughness and Translucency,
CVPR24(11810-11820)
IEEE DOI Code:
HTML Version. 2410
Reflectivity, Systematics, Semantics, Benchmark testing, Manufacturing, Photometric stereo, Reflectance BibRef

Chung, H.G.[Hoon-Gyu], Choi, S.[Seokjun], Baek, S.H.[Seung-Hwan],
Differentiable Point-Based Inverse Rendering,
CVPR24(4399-4408)
IEEE DOI 2410
Reflectivity, Geometry, Training, Accuracy, Shape, Merging, Memory management, Inverse rendering BibRef

Choi, S.[Seokjun], Yoon, S.[Seungwoo], Nam, G.[Giljoo], Lee, S.Y.[Seung-Yong], Baek, S.H.[Seung-Hwan],
Differentiable Display Photometric Stereo,
CVPR24(11831-11840)
IEEE DOI 2410
Training, Surface reconstruction, Accuracy, Lighting, Three-dimensional printing, Robustness, Photometric stereo, Computer graphics BibRef

Brahimi, M.[Mohammed], Haefner, B.[Bjoern], Ye, Z.Z.[Zhen-Zhang], Goldluecke, B.[Bastian], Cremers, D.[Daniel],
Sparse Views, Near Light: A Practical Paradigm for Uncalibrated Point-Light Photometric Stereo,
CVPR24(11862-11872)
IEEE DOI 2410
Solid modeling, Limiting, Shape, Computational modeling, Lighting, Photometric Stereo, Sparse 3D reconstruction, Neural 3D reconstruction BibRef

Li, Z.[Zongrui], Lu, Z.[Zhan], Yan, H.J.[Hao-Jie], Shi, B.X.[Bo-Xin], Pan, G.[Gang], Zheng, Q.[Qian], Jiang, X.D.[Xu-Dong],
Spin-UP: Spin Light for Natural Light Uncalibrated Photometric Stereo,
CVPR24(11905-11914)
IEEE DOI Code:
WWW Link. 2410
Reflectivity, Training, Shape, Supervised learning, Anisotropic, Rendering (computer graphics), Structural engineering, differentiable rendering BibRef

Santo, H.[Hiroaki], Okura, F.[Fumio], Matsushita, Y.[Yasuyuki],
MVCPS-NeuS: Multi-View Constrained Photometric Stereo for Neural Surface Reconstruction,
CVPR24(20475-20484)
IEEE DOI 2410
Surface reconstruction, Costs, Shape, Recording, neural surface reconstruction, photometric stereo, uncalibrated photometric stereo BibRef

Ojeleye, J.O.[Jamiu Oluwaseun], Bisht, P.S.[Pratik Singh], Colantoni, P.[Philippe], Muselet, D.[Damien], Tremeau, A.[Alain],
Chromapose: Robustness of 2d Pose Estimation Under Different Color Illuminations,
CCIW24(193-206).
Springer DOI 2410
BibRef

Brenner, S.[Simon], Sablatnig, R.[Robert],
Classical Photometric Stereo in Point Lighting Environments: Error Analysis and Mitigation,
3DV24(581-590)
IEEE DOI 2408
Reflectivity, Upper bound, Monte Carlo methods, Uncertainty, Error analysis, Lighting, photometric stereo, error analysis, illumination distance BibRef

Ding, Y.Q.[Yu-Qi], Ji, Y.[Yu], Ye, J.[Jinwei],
Polar-Photometric Stereo Under Natural Illumination,
3DV22(690-699)
IEEE DOI 2408
Polarization, Shape, Lighting, Estimation, Reconstruction algorithms BibRef

Wang, F.S.[Fei-Shi], Ren, J.[Jieji], Guo, H.[Heng], Ren, M.J.[Ming-Jun], Shi, B.X.[Bo-Xin],
DiLiGenT-Pi: Photometric Stereo for Planar Surfaces with Rich Details - Benchmark Dataset and Beyond,
ICCV23(9443-9453)
IEEE DOI Code:
HTML Version. 2401
BibRef

Cheng, Z.[Ziang], Li, J.[Junxuan], Li, H.D.[Hong-Dong],
WildLight: In-the-wild Inverse Rendering with a Flashlight,
CVPR23(4305-4314)
IEEE DOI 2309

WWW Link. BibRef

Wang, Z.[Zian], Shen, T.C.[Tian-Chang], Gao, J.[Jun], Huang, S.Y.[Sheng-Yu], Munkberg, J.[Jacob], Hasselgren, J.[Jon], Gojcic, Z.[Zan], Chen, W.Z.[Wen-Zheng], Fidler, S.[Sanja],
Neural Fields Meet Explicit Geometric Representations for Inverse Rendering of Urban Scenes,
CVPR23(8370-8380)
IEEE DOI 2309
BibRef

Choi, J.Y.[Jun-Yong], Lee, S.Y.[Seok-Yeong], Park, H.[Haesol], Jung, S.W.[Seung-Won], Kim, I.J.[Ig-Jae], Cho, J.[Junghyun],
MAIR: Multi-View Attention Inverse Rendering with 3D Spatially-Varying Lighting Estimation,
CVPR23(8392-8401)
IEEE DOI 2309
BibRef

Zhang, J.C.[Jin-Cheng], Willis, A.R.[Andrew R], Brink, K.[Kevin],
Photometric Correction for Infrared Sensors,
PBVS23(431-439)
IEEE DOI 2309
BibRef

Ikehata, S.[Satoshi],
Scalable, Detailed and Mask-Free Universal Photometric Stereo,
CVPR23(13198-13207)
IEEE DOI 2309
BibRef

Sang, L.[Lu], Häfner, B.[Björn], Zuo, X.X.[Xing-Xing], Cremers, D.[Daniel],
High-Quality RGB-D Reconstruction via Multi-View Uncalibrated Photometric Stereo and Gradient-SDF,
WACV23(3105-3114)
IEEE DOI 2302
Geometry, Surface reconstruction, Lighting, Estimation, Reconstruction algorithms, Cameras, image and video synthesis BibRef

Li, J.[Junxuan], Li, H.D.[Hong-Dong],
Self-calibrating Photometric Stereo by Neural Inverse Rendering,
ECCV22(II:166-183).
Springer DOI 2211
BibRef

Ikehata, S.[Satoshi],
Does Physical Interpretability of Observation Map Improve Photometric Stereo Networks?,
ICIP22(291-295)
IEEE DOI 2211
Training, Pipelines, Network architecture, Rendering (computer graphics), Cognition, Complexity theory, observation map BibRef

Nagase, Y.[Yasuto], Kushida, T.[Takahiro], Tanaka, K.[Kenichiro], Funatomi, T.[Takuya], Mukaigawa, Y.[Yasuhiro],
Shape from Thermal Radiation: Passive Ranging Using Multi-spectral LWIR Measurements,
CVPR22(12651-12661)
IEEE DOI 2210
Temperature measurement, Temperature sensors, Shape, Atmospheric modeling, Wavelength measurement, Shape measurement, Computational photography BibRef

Zhang, K.[Kai], Luan, F.[Fujun], Li, Z.Q.[Zheng-Qi], Snavely, N.[Noah],
IRON: Inverse Rendering by Optimizing Neural SDFs and Materials from Photometric Images,
CVPR22(5555-5564)
IEEE DOI 2210
Geometry, Image edge detection, Computational modeling, Pipelines, Lighting, Rendering (computer graphics), Computational photography BibRef

Ren, J.J.[Jie-Ji], Wang, F.S.[Fei-Shi], Zhang, J.H.[Jia-Hao], Zheng, Q.[Qian], Ren, M.J.[Ming-Jun], Shi, B.X.[Bo-Xin],
DiLiGenT102: A Photometric Stereo Benchmark Dataset with Controlled Shape and Material Variation,
CVPR22(12571-12580)
IEEE DOI 2210
Reflectivity, Visualization, Solid modeling, Shape, Benchmark testing, Computational photography BibRef

Ikehata, S.[Satoshi],
Universal Photometric Stereo Network using Global Lighting Contexts,
CVPR22(12581-12590)
IEEE DOI 2210
Training, Shape, Computational modeling, Lighting, Cameras, Physics-based vision and shape-from-X, 3D from single images BibRef

Lichy, D.[Daniel], Sengupta, S.[Soumyadip], Jacobs, D.W.[David W.],
Fast Light-Weight Near-Field Photometric Stereo,
CVPR22(12602-12611)
IEEE DOI 2210
Technological innovation, Memory management, Lighting, Graphics processing units, Calibration, Pattern recognition, Physics-based vision and shape-from-X BibRef

Xia, Z.H.[Zhi-Hao], Lawrence, J.[Jason], Achar, S.[Supreeth],
A Dark Flash Normal Camera,
ICCV21(2410-2419)
IEEE DOI 2203
Supplementing the available visible illumination with a single near infrared (NIR) light source and camera. Reflectivity, Photography, Training, Lighting, Streaming media, Cameras, Software, Computational photography, Low-level and physics-based vision BibRef

Logothetis, F.[Fotios], Budvytis, I.[Ignas], Mecca, R.[Roberto], Cipolla, R.[Roberto],
PX-NET: Simple and Efficient Pixel-Wise Training of Photometric Stereo Networks,
ICCV21(12737-12746)
IEEE DOI 2203
Training, Training data, Lighting, Rendering (computer graphics), Data models, 3D from a single image and shape-from-x, 3D from multiview and other sensors BibRef

Sarno, F.[Francesco], Kumar, S.[Suryansh], Kaya, B.[Berk], Huang, Z.W.[Zhi-Wu], Ferrari, V.[Vittorio], Van Gool, L.J.[Luc J.],
Neural Architecture Search for Efficient Uncalibrated Deep Photometric Stereo,
WACV22(2304-2314)
IEEE DOI 2202
Knowledge engineering, Deep learning, Neural networks, Estimation, Computer architecture, 3D Computer Vision Photometric Stereo BibRef

Knyaz, V.A., Ippolitov, E.V., Novikov, M.M.,
3d Reconstruction of Ice Shape Using Visible and Thermal Range Imaging For Aircraft Icing Study,
ISPRS21(B2-2021: 527-532).
DOI Link 2201
BibRef

Iwaguchi, T.[Takafumi], Kawasaki, H.[Hiroshi],
Efficient light transport acquisition by coded illumination and robust photometric stereo by dual photography using deep neural network,
PBDL21(1165-1173)
IEEE DOI 2112
Photography, Multiplexing, Deep learning, Surface reconstruction, Shape, Shape measurement, Lighting BibRef

Paredes-Vallés, F.[Federico], de Croon, G.C.H.E.[Guido C. H. E.],
Back to Event Basics: Self-Supervised Learning of Image Reconstruction for Event Cameras via Photometric Constancy,
CVPR21(3445-3454)
IEEE DOI 2111
Training, Optical losses, Neural networks, Estimation, Vision sensors, Cameras BibRef

Kaya, B.[Berk], Kumar, S.[Suryansh], Oliveira, C.[Carlos], Ferrari, V.[Vittorio], Van Gool, L.J.[Luc J.],
Uncalibrated Neural Inverse Rendering for Photometric Stereo of General Surfaces,
CVPR21(3803-3813)
IEEE DOI 2111
Geometry, Training, Reflectivity, Surface reconstruction, Optimized production technology, Rendering (computer graphics) BibRef

Caracotte, J.[Jordan], Morbidi, F.[Fabio], Mouaddib, E.[El_Mustapha],
Photometric Stereo with Twin-Fisheye Cameras,
ICPR21(5270-5277)
IEEE DOI 2105
Pipelines, Estimation, Cameras, Robustness, Mirrors BibRef

Ju, Y., Jian, M., Dong, J., Lam, K.M.,
Learning Photometric Stereo via Manifold-based Mapping,
VCIP20(411-414)
IEEE DOI 2102
Feature extraction, Training, Surface reconstruction, Manifolds, Sea surface, Principal component analysis, Lighting, manifold-based mapping BibRef

Murmann, L., Gharbi, M., Aittala, M., Durand, F.,
A Dataset of Multi-Illumination Images in the Wild,
ICCV19(4079-4088)
IEEE DOI 2004
image colour analysis, image processing, image sensors, inverse problems, BibRef

Zheng, Q., Jia, Y., Shi, B., Jiang, X., Duan, L., Kot, A.,
SPLINE-Net: Sparse Photometric Stereo Through Lighting Interpolation and Normal Estimation Networks,
ICCV19(8548-8557)
IEEE DOI 2004
computational geometry, image reconstruction, interpolation, lighting, rendering (computer graphics), splines (mathematics), Surface reconstruction BibRef

Bennani, H., Mills, S.,
A Light in Dark Places: 3D Reconstruction from Stereo Views with a Moving Light Source,
IVCNZ19(1-6)
IEEE DOI 2004
calibration, cameras, image reconstruction, light sources, stereo image processing, calibration, 3D reconstruction, photometric stereo BibRef

Li, J.[Junxuan], Robles-Kelly, A.[Antonio], You, S.[Shaodi], Matsushita, Y.[Yasuyuki],
Learning to Minify Photometric Stereo,
CVPR19(7560-7568).
IEEE DOI 2002
BibRef

Chen, G.Y.[Guan-Ying], Han, K.[Kai], Shi, B.X.[Bo-Xin], Matsushita, Y.[Yasuyuki], Wong, K.Y.K.[Kwan-Yee K.],
Self-Calibrating Deep Photometric Stereo Networks,
CVPR19(8731-8739).
IEEE DOI 2002
BibRef

Haefner, B., Quéau, Y., Cremers, D.,
Photometric Segmentation: Simultaneous Photometric Stereo and Masking,
3DV19(222-229)
IEEE DOI 1806
Image segmentation, Image reconstruction, Optimization, Lighting, Estimation, Mathematical model, 3D Reconstruction BibRef

Hashimoto, S., Miyazaki, D., Hiura, S.,
Uncalibrated photometric stereo constrained by intrinsic reflectance image and shape from silhoutte,
MVA19(1-6)
DOI Link 1806
albedo, image colour analysis, image reconstruction, image sequences, laser ranging, photometry, Receivers BibRef

Antensteiner, D., Štole, S., Pock, T.,
Variational Fusion of Light Field and Photometric Stereo for Precise 3D Sensing within a Multi-Line Scan Framework,
ICPR18(1036-1042)
IEEE DOI 1812
Surface reconstruction, Cameras, Image reconstruction, Estimation, Lighting, Upper bound BibRef

Kozera, R.[Ryszard], Prokopenya, A.[Alexander],
Second-Order Algebraic Surfaces and Two Image Photometric Stereo,
ICCVG18(234-247).
Springer DOI 1810
BibRef

Sobel, D.[Dawid], Jedrasiak, K.[Karol], Nawrat, A.[Aleksander],
Multi-camera Photometric Simulation for Creation of 3D Object Reconstruction System,
ICCVG18(187-198).
Springer DOI 1810
BibRef

Chen, G.Y.[Guan-Ying], Han, K.[Kai], Wong, K.Y.K.[Kwan-Yee K.],
PS-FCN: A Flexible Learning Framework for Photometric Stereo,
ECCV18(IX: 3-19).
Springer DOI 1810
BibRef

Valach, J.[Jaroslav], Bryscejn, J.[Jan], Fíla, T.[Tomáš], Vavrík, D.[Daniel], Štefcová, P.[Petra],
3D Digitization of Selected Collection Items Using Photometric Stereo,
CHeritage17(31-36).
Springer DOI 1806
BibRef

Wagenmaker, A.J., Moore, B.E., Nadakuditi, R.R.,
Robust surface reconstruction from gradients via adaptive dictionary regularization,
ICIP17(1002-1006)
IEEE DOI 1803
Dictionaries, Image reconstruction, Machine learning, Robustness, Signal to noise ratio, Surface reconstruction, TV, sparse representations BibRef

Wagenmaker, A.J., Moore, B.E., Nadakuditi, R.R.,
Robust photometric stereo using learned image and gradient dictionaries,
ICIP17(1457-1461)
IEEE DOI 1803
Adaptation models, Data models, Dictionaries, Machine learning, Robustness, Signal to noise ratio, Sparse matrices, sparse representations BibRef

Yu, Y.[Ye], Smith, W.A.P.[William A.P.],
PVNN: A Neural Network Library for Photometric Vision,
PBVDL17(526-535)
IEEE DOI 1802
Computer architecture, Estimation, Image reconstruction, Neural networks, Rendering (computer graphics), Transforms BibRef

Magri, L.[Luca], Toldo, R.[Roberto], Castellani, U.[Umberto], Fusiello, A.[Andrea],
A Matrix Decomposition Perspective on Calibrated Photometric Stereo,
CIAP17(I:507-517).
Springer DOI 1711
BibRef

Nie, Y.[Ying], Song, Z.[Zhan],
A novel photometric stereo method with nonisotropic point light sources,
ICPR16(1737-1742)
IEEE DOI 1705
Attenuation, Light sources, Lighting, Solid modeling, Surface reconstruction, Surface treatment, 3D reconstruction, nonisotropic point light, photometric stereo, radiance, model BibRef

Yoda, T., Nagahara, H., Taniguchi, R.i., Kagawa, K., Yasutomi, K., Kawahito, S.,
Dynamic photometric stereo method using multi-tap CMOS image sensor,
ICPR16(2356-2361)
IEEE DOI 1705
CMOS image sensors, Cameras, Light sources, Lighting, Standards, Timing BibRef

Alismail, H.[Hatem], Browning, B.[Brett], Lucey, S.[Simon],
Photometric Bundle Adjustment for Vision-Based SLAM,
ACCV16(IV: 324-341).
Springer DOI 1704
BibRef

Xu, D., Cai, J., Zheng, J., Zhang, J.,
Photometric stereo using mesh face based optimization,
VCIP16(1-4)
IEEE DOI 1701
Computational efficiency BibRef

Midorikawa, K., Yamasaki, T., Aizawa, K.,
Uncalibrated Photometric Stereo by Stepwise Optimization Using Principal Components of Isotropic BRDFs,
CVPR16(4350-4358)
IEEE DOI 1612
BibRef

Zhou, Z.L.[Zheng-Long], Tan, P.[Ping],
Ring-Light Photometric Stereo,
ECCV10(II: 265-279).
Springer DOI 1009
BibRef

Mori, H.[Hironori], Köhle, R.[Roderick], Kamm, M.[Markus],
Scene Depth Profiling Using Helmholtz Stereopsis,
ECCV16(I: 462-476).
Springer DOI 1611
BibRef

Yeh, C.K.[Chia-Kai], Matsuda, N.[Nathan], Huang, X.[Xiang], Li, F.Q.[Feng-Qiang], Walton, M.[Marc], Cossairt, O.[Oliver],
A Streamlined Photometric Stereo Framework for Cultural Heritage,
CVAA16(I: 738-752).
Springer DOI 1611
BibRef

Wang, T., Aoki, T.,
Multicolor removal based on color lines and improved hough transform for SFS,
ICIP17(2214-2218)
IEEE DOI 1803
Gray-scale, Image color analysis, Shape, Skeleton, Standards, Transforms, Color Lines, Gray-scale, SFS BibRef

Wang, T.Q.[Tian-Qi], Aoki, T.[Terumasa],
Multicolor removal based on color lines for SFS,
ICIP16(4012-4016)
IEEE DOI 1610
Geometry BibRef

Grumpe, A., Schröer, C., Kauffmann, S., Fricke, T., Wöhler, C., Mall, U.,
Refinement Of Stereo Image Analysis Using Photometric Shape Recovery As An Alternative To Bundle Adjustment,
ISPRS16(B4: 565-572).
DOI Link 1610
BibRef

Maxence, R., Uchiyama, H., Kawasaki, H., Thomas, D., Nozick, V., Saito, H.,
Mobile Photometric Stereo with Keypoint-Based SLAM for Dense 3D Reconstruction,
3DV19(574-582)
IEEE DOI 1806
Cameras, Mathematical model, Simultaneous localization and mapping, Light sources, Standards, plane sweep BibRef

Ienaga, N.[Naoto], Saito, H.[Hideo], Tezuka, K.[Kouichi], Iwamura, Y.[Yasumasa], Shimizu, M.[Masayoshi],
Combination Photometric Stereo Using Compactness of Albedo and Surface Normal in the Presence of Shadows and Specular Reflection,
CAIP15(I:445-455).
Springer DOI 1511
BibRef

Ti, C.P.[Chang-Peng], Yang, R.G.[Rui-Gang], Davis, J.[James], Pan, Z.G.[Zhi-Geng],
Simultaneous Time-of-Flight sensing and photometric stereo with a single ToF sensor,
CVPR15(4334-4342)
IEEE DOI 1510
BibRef

Xie, W.Y.[Wu-Yuan], Dai, C.K.[Cheng-Kai], Wang, C.C.L.[Charlie C.L.],
Photometric stereo with near point lighting: A solution by mesh deformation,
CVPR15(4585-4593)
IEEE DOI 1510
BibRef

Lu, F.[Feng], Sato, I.[Imari], Sato, Y.[Yoichi],
Uncalibrated photometric stereo based on elevation angle recovery from BRDF symmetry of isotropic materials,
CVPR15(168-176)
IEEE DOI 1510
BibRef

Hung, C.H.[Chun-Ho], Wu, T.P.[Tai-Pang], Matsushita, Y.[Yasuyuki], Xu, L.[Li], Jia, J.Y.[Jia-Ya], Tang, C.K.[Chi-Keung],
Photometric Stereo in the Wild,
WACV15(302-309)
IEEE DOI 1503
Calibration BibRef

Tsiotsios, C.[Chourmouzios], Angelopoulou, M.E.[Maria E.], Kim, T.K.[Tae-Kyun], Davison, A.J.[Andrew J.],
Backscatter Compensated Photometric Stereo with 3 Sources,
CVPR14(2259-2266)
IEEE DOI 1409
backscatter
See also Model effectiveness prediction and system adaptation for photometric stereo in murky water. BibRef

Ziko, I.M.[Imtiaz Masud], Beigpour, S.[Shida], Hardeberg, J.Y.[Jon Yngve],
Design and Creation of a Multi-illuminant Scene Image Dataset,
ICISP14(531-538).
Springer DOI 1406
BibRef

Kyrgyzova, K.[Khrystyna], Allano, L.[Lorène],
Alternating Optimization for Lambertian Photometric Stereo Model with Unknown Lighting Directions,
CAIP13(II:354-361).
Springer DOI 1311
BibRef

Wu, Z.[Zhe], Tan, P.[Ping],
Calibrating Photometric Stereo by Holistic Reflectance Symmetry Analysis,
CVPR13(1498-1505)
IEEE DOI 1309
BibRef

Kurihara, T.[Toru], Ando, S.[Shigeru],
Motion blur free photometric stereo using correlation image sensor,
ICPR12(1872-1875).
WWW Link. 1302
BibRef

Tingdahl, D.[David], Godau, C.[Christoph], Van Gool, L.J.[Luc J.],
Base Materials for Photometric Stereo,
Color12(II: 350-359).
Springer DOI 1210
BibRef

Okatani, T.[Takayuki], Deguchi, K.[Koichiro],
Optimal integration of photometric and geometric surface measurements using inaccurate reflectance/illumination knowledge,
CVPR12(254-261).
IEEE DOI 1208
BibRef

Ackermann, J.[Jens], Langguth, F.[Fabian], Fuhrmann, S.[Simon], Goesele, M.[Michael],
Photometric stereo for outdoor webcams,
CVPR12(262-269).
IEEE DOI 1208
BibRef

Sato, I.[Imari], Okabe, T.[Takahiro], Sato, Y.[Yoichi],
Bispectral photometric stereo based on fluorescence,
CVPR12(270-277).
IEEE DOI 1208
BibRef

Zhou, C.Y.[Chang-Yin], Troccoli, A.[Alejandro], Pulli, K.[Kari],
Robust stereo with flash and no-flash image pairs,
CVPR12(342-349).
IEEE DOI 1208
BibRef

Zhang, Q.[Qing], Ye, M.[Mao], Yang, R.G.[Rui-Gang], Matsushita, Y.[Yasuyuki], Wilburn, B.[Bennett], Yu, H.M.[Hui-Min],
Edge-preserving photometric stereo via depth fusion,
CVPR12(2472-2479).
IEEE DOI 1208
BibRef

Av, V.[Varun],
Adaptive Lighting for Machine Vision Applications,
CRV11(140-145).
IEEE DOI 1105
Adding light sources. BibRef

Jankó, Z.[Zsolt], Delaunoy, A.[Amaël], Prados, E.[Emmanuel],
Colour Dynamic Photometric Stereo for Textured Surfaces,
ACCV10(II: 55-66).
Springer DOI 1011
BibRef

Wang, J., Matsushita, Y., Shi, B., Sankaranarayanan, A.C.,
Photometric Stereo with Small Angular Variations,
ICCV15(3478-3486)
IEEE DOI 1602
Cameras BibRef

Wu, L.[Lun], Ganesh, A.[Arvind], Shi, B.X.[Bo-Xin], Matsushita, Y.[Yasuyuki], Wang, Y.T.[Yong-Tian], Ma, Y.[Yi],
Robust Photometric Stereo via Low-Rank Matrix Completion and Recovery,
ACCV10(III: 703-717).
Springer DOI 1011
BibRef

Huang, R.[Rui], Smith, W.A.P.[William A. P.],
Shape-from-shading under complex natural illumination,
ICIP11(13-16).
IEEE DOI 1201
BibRef
Earlier:
Photometric Stereo under Low Frequency Environment Illumination,
ISVC10(II: 139-150).
Springer DOI 1011
BibRef

Rantoson, R.[Rindra], Stolz, C.[Christophe], Fofi, D.[David], Meriaudeau, F.[Fabrice],
3D reconstruction of transparent objects exploiting surface fluorescence caused by UV irradiation,
ICIP10(2965-2968).
IEEE DOI 1009
BibRef

Ilstrup, D.[David], Manduchi, R.[Roberto],
Active Triangulation in the Outdoors: A Photometric Analysis,
3DPVT10(xx-yy).
WWW Link. 1005
BibRef

Shi, B.X.[Bo-Xin], Tan, P.[Ping], Matsushita, Y.[Yasuyuki], Ikeuchi, K.[Katsushi],
A biquadratic reflectance model for radiometric image analysis,
CVPR12(230-237).
IEEE DOI 1208
BibRef

Shi, B.X.[Bo-Xin], Matsushita, Y.[Yasuyuki], Wei, Y.C.[Yi-Chen], Xu, C.[Chao], Tan, P.[Ping],
Self-calibrating photometric stereo,
CVPR10(1118-1125).
IEEE DOI Video of talk:
WWW Link. 1006
BibRef

Kim, J.W.[Jae-Won], Lanman, D.[Douglas], Mukaigawa, Y.[Yasuhiro], Raskar, R.[Ramesh],
Descattering Transmission via Angular Filtering,
ECCV10(I: 86-99).
Springer DOI 1009
BibRef

Mukaigawa, Y.[Yasuhiro], Yagi, Y.S.[Yasu-Shi], Raskar, R.[Ramesh],
Analysis of light transport in scattering media,
CVPR10(153-160).
IEEE DOI Video of talk:
WWW Link. 1006
More the physics of materials than shape. BibRef

Morimoto, T.[Tetsuro], Tan, R.T.[Robby T.], Kawakami, R.[Rei], Ikeuchi, K.[Katsushi],
Accuracy of the spider model in decomposing layered surfaces,
Color11(814-821).
IEEE DOI 1201
BibRef
Earlier:
Estimating optical properties of layered surfaces using the spider model,
CVPR10(207-214).
IEEE DOI 1006
BibRef

Higo, T.[Tomoaki], Matsushita, Y.[Yasuyuki], Ikeuchi, K.[Katsushi],
Consensus photometric stereo,
CVPR10(1157-1164).
IEEE DOI 1006
BibRef

Higo, T.[Tomoaki], Matsushita, Y.[Yasuyuki], Joshi, N.[Neel], Ikeuchi, K.[Katsushi],
A hand-held photometric stereo camera for 3-D modeling,
ICCV09(1234-1241).
IEEE DOI 0909
BibRef

Atkinson, G.A.[Gary A.], Smith, M.L.[Melvyn L.], Smith, L.N.[Lyndon N.], Farooq, A.R.[Abdul R.],
Facial Geometry Estimation Using Photometric Stereo and Profile Views,
ICB09(1-11).
Springer DOI 0906
BibRef
Earlier: A1, A4, A2, A3:
Facial Reconstruction and Alignment Using Photometric Stereo and Surface Fitting,
IbPRIA09(88-95).
Springer DOI 0906

See also Two-dimensional BRDF estimation from polarisation. BibRef

Atkinson, G.A.[Gary A.], Smith, M.L.[Melvyn L.],
Facial Feature Extraction and Change Analysis Using Photometric Stereo,
IbPRIA09(96-103).
Springer DOI 0906
BibRef

Romeiro, F.[Fabiano], Zickler, T.E.[Todd E.],
Blind Reflectometry,
ECCV10(I: 45-58).
Springer DOI 1009
BibRef

Romeiro, F.[Fabiano], Vasilyev, Y.[Yuriy], Zickler, T.E.[Todd E.],
Passive Reflectometry,
ECCV08(IV: 859-872).
Springer DOI 0810
BibRef

Sunkavalli, K.[Kalyan], Zickler, T.E.[Todd E.], Pfister, H.[Hanspeter],
Visibility Subspaces: Uncalibrated Photometric Stereo with Shadows,
ECCV10(II: 251-264).
Springer DOI 1009
BibRef

Sunkavalli, K.[Kalyan], Romeiro, F.[Fabiano], Matusik, W.[Wojciech], Zickler, T.E.[Todd E.], Pfister, H.[Hanspeter],
What do color changes reveal about an outdoor scene?,
CVPR08(1-8).
IEEE DOI 0806
Temporal effects in video analysis. Use like photometric stereo. Shadow analysis. BibRef

Alldrin, N.[Neil], Zickler, T.E.[Todd E.], Kriegman, D.[David],
Photometric stereo with non-parametric and spatially-varying reflectance,
CVPR08(1-8).
IEEE DOI 0806
BibRef

Verbiest, F.[Frank], Van Gool, L.J.[Luc J.],
Photometric stereo with coherent outlier handling and confidence estimation,
CVPR08(1-8).
IEEE DOI 0806
BibRef

Chung, H.S.[Hin-Shun], Jia, J.Y.[Jia-Ya],
Efficient photometric stereo on glossy surfaces with wide specular lobes,
CVPR08(1-8).
IEEE DOI 0806
BibRef

Joshi, N.[Neel], Kriegman, D.J.[David J.],
Shape from Varying Illumination and Viewpoint,
ICCV07(1-7).
IEEE DOI 0710
BibRef

Funk, N.[Nathan], Yang, Y.H.[Yee-Hong],
Using a Raster Display for Photometric Stereo,
CRV07(201-207).
IEEE DOI 0705
BibRef

Kong, H.[Hui], Xu, P.F.[Peng-Fei], Teoh, E.K.[Eam Khwang],
Binocular Uncalibrated Photometric Stereo,
ISVC06(I: 283-292).
Springer DOI 0611
BibRef

Chen, C.P.[Chia-Ping], Chen, C.S.[Chu-Song],
The 4-Source Photometric Stereo Under General Unknown Lighting,
ECCV06(III: 72-83).
Springer DOI 0608
BibRef

Clark, J.J.,
Photometric Stereo with Nearby Planar Distributed Illuminants,
CRV06(16-16).
IEEE DOI 0607
BibRef

Clark, J.J.[James J.], Pekau, H.[Holly],
An Integral Formulation for Differential Photometric Stereo,
CVPR99(I: 119-124).
IEEE DOI
See also Active Photometric Stereo. BibRef 9900

Clark, J.J.,
Active Photometric Stereo,
CVPR92(29-34).
IEEE DOI Control the motion of the light source. BibRef 9200

Zhong, L.[Lin], Little, J.J.[James J.],
Photometric Stereo via Locality Sensitive High-Dimension Hashing,
CRV05(104-111).
IEEE DOI 0505
BibRef

Mulligan, J.B.[Jeffrey B.], Brolly, X.L.C.[Xavier L. C.],
Surface Determination by Photometric Ranging,
Sensor3D04(40).
IEEE DOI 0406
BibRef

Shen, L.[Li], Machida, T., Takemura, H.,
Efficient photometric stereo technique for three-dimensional surfaces with unknown BRDF,
3DIM05(326-333).
IEEE DOI 0508
BibRef

Kriegman, D.J.[David J.],
Passive Photometric Stereo from Motion,
ICCV05(II: 1635-1642).
IEEE DOI 0510
BibRef

Wöhler, C.[Christian],
Shape from Shading Under Coplanar Light Sources,
DAGM04(278-285).
Springer DOI 0505
BibRef

Kong, H.[Hui], Teoh, E.K.[Eam-Khwang], Wang, J.G.[Jian-Gang], Venkateswarlu, R.,
Coplanar light sweep-surface supported uncalibrated photometric stereo,
ICPR04(IV: 92-95).
IEEE DOI 0409
BibRef

Ikeda, O.[Osamu], Duan, Y.[Ye],
Optimal spectral and spatial weights for photometric stereo for accurate shape reconstruction,
ICIP08(1940-1943).
IEEE DOI 0810
BibRef
Earlier:
Color Photometric Stereo for Albedo and Shape Reconstruction,
WACV08(1-6).
IEEE DOI 0801

See also Use of four surface normal approximations and optimization of light direction for robust shape reconstruction from single images. BibRef

Ikeda, O.[Osamu],
Synthetic Shape Reconstruction Combined with the FT-Based Method in Photometric Stereo,
ISVC10(I: 678-687).
Springer DOI 1011
BibRef

Ikeda, O.[Osamu],
Color photometric stereo for directional diffuse object,
WACV09(1-6).
IEEE DOI 0912
BibRef

Ikeda, O.,
Shape reconstruction from two color images using photometric stereo combined with segmentation and stereopsis,
AVSBS05(434-438).
IEEE DOI 0602
BibRef
Earlier:
Shape reconstruction for color objects using segmentation and photometric stereo,
ICIP04(II: 1365-1368).
IEEE DOI 0505
BibRef

Ikeda, O.,
Accurate Photometric Stereo Using Four Surface Normal Approximations,
CRV06(74-74).
IEEE DOI 0607
BibRef
Earlier:
An accurate shape reconstruction from photometric stereo using four approximations of surface normal,
ICPR04(II: 220-223).
IEEE DOI 0409
BibRef

Ikeda, O.,
A robust shape-from-shading using multiple surface normal approximations,
ICIP04(III: 2103-2106).
IEEE DOI 0505
BibRef
Earlier:
A robust shape-from-shading algorithm using two images and control of boundary conditions,
ICIP03(I: 405-408).
IEEE DOI 0312

See also Use of four surface normal approximations and optimization of light direction for robust shape reconstruction from single images. BibRef

Haeusler, R.[Ralf], Klette, R.[Reinhard], Huang, F.[Fay],
Monocular 3D Reconstruction of Objects Based on Cylindrical Panoramas,
PSIVT09(60-70).
Springer DOI 0901

See also Sensor Pose Estimation from Multi-center Cylindrical Panoramas. BibRef

Chen, C.Y.[Chia-Yen], Klette, R.[Reinhard], Chen, C.F.[Chi-Fa],
Shape from Photometric Stereo and Contours,
CAIP03(377-384).
Springer DOI 0311
BibRef

Chen, C.Y.[Chia-Yen], Sára, R.[Radim],
Integration of Photometric Stereo and Shape from Occluding Contours by Fusing Orientation and Depth Data,
WTRCV01(251). 0103
BibRef

Georghiades, A.S.,
Incorporating the Torrance and Sparrow model of reflectance in uncalibrated photometric stereo,
ICCV03(816-823).
IEEE DOI 0311
BibRef

Narasimhan, S.G.[Srinivasa G.], Wang, C.[Chi], Nayar, S.K.[Shree K.],
All the Images of an Outdoor Scene,
ECCV02(III: 148 ff.).
Springer DOI
PDF File. 0205
Dataset, Outdoor Scene. A database of the same location every hour for 5 months. Registered and calibrated.
WWW Link. for the database. BibRef

Basri, R.[Ronen], Jacobs, D.W.[David W.], Kemelmacher-Shlizerman, I.[Ira],
Photometric Stereo with General, Unknown Lighting,
IJCV(72), No. 3, May 2007, pp. 239-257.
Springer DOI 0702
BibRef
Earlier: A1, A2, Only: CVPR01(II:374-381).
IEEE DOI 0110
All lights are isotropic and distant. BibRef

Angelopoulou, E., Williams, J.P.,
Photometric Surface Analysis in a Tri-Luminal Environment,
ICCV99(442-449).
IEEE DOI BibRef 9900

Rackey, J., Pandit, M.,
Active Illumination for the Segmentation of Surface Deformations,
ICIP99(I:41-45).
IEEE DOI BibRef 9900

Rushmeier, H.E., Bernardini, F.,
Computing consistent normals and colors from photometric data,
3DIM99(99-108).
IEEE DOI 9910
BibRef

Hartt, K., and Carlotto, M.J.[Mark J.],
A Method for Shape-from-Shading Using Multiple Images Acquired under Different Viewing and Lighting Conditions,
CVPR89(53-60).
IEEE DOI Generate and Test. Optimize the result by comparing the synthetic rendered view with on of the original images. BibRef 8900

Waldon, S., Dyer, C.R.,
Dynamic Shading, Motion Parallax and Qualitative Shape,
WQV93(61-70).
PS File. BibRef 9300

Hemus, M.D., Carter, J.N.,
Parameterisation of simple geometrical lambertian surfaces using photometric stereo,
CAIP93(523-527).
Springer DOI 9309
BibRef

McDonald, J.P., Siebert, J.P., Fryer, R.J.,
A New Aproach to Active Illumination,
BMVC91(xx-yy).
PDF File. 9109
BibRef

Chapter on 3-D Shape from X -- Shading, Textures, Lasers, Structured Light, Focus, Line Drawings continues in
Photometric Stereo, Multiple Views, Multiview .