5.5.7.3.3 Compressive Sensing, Compressive Imaging, Compression, Reconstruction

Donoho, D.L.,
Compressed sensing,
IT(52), No. 4, 2006, pp. 1289-1306. BibRef 0600

Babacan, S.D., Molina, R., Katsaggelos, A.K.,
Bayesian Compressive Sensing Using Laplace Priors,
IP(19), No. 1, January 2010, pp. 53-63.
IEEE DOI Link 1001
See also Blind Deconvolution Using a Variational Approach to Parameter, Image, and Blur Estimation. See also Variational Bayesian Blind Deconvolution Using a Total Variation Prior. BibRef

Babacan, S.D.[S. Derin], Ansorge, R.[Reto], Luessi, M.[Martin], Molina, R.[Rafael], Katsaggelos, A.K.[Aggelos K.],
Compressive sensing of light fields,
ICIP09(2337-2340).
IEEE DOI Link 0911
BibRef

He, L., Chen, H., Carin, L.,
Tree-Structured Compressive Sensing With Variational Bayesian Analysis,
SPLetters(17), No. 1, January 2010, pp. 233-236.
IEEE DOI Link 1001
BibRef

Romberg, J.K.[Justin K.],
Compressive Sensing By Random Convolution,
SIIMS(2), No. 4, 2009, pp. 1098-1128.
WWW Version.
WWW Version. 1002
compressive sensing; random matrices; L_1 regularization BibRef

Muise, R.[Robert],
Compressive Imaging: An Application,
SIIMS(2), No. 4, 2009, pp. 1255-1276.
WWW Version.
WWW Version. 1002
compressive imaging; persistent surveillance; image multiplexing Field of view imaging, field of regard imaging. Limit the area to process to improve times. BibRef

Han, B.[Bing], Wu, F.[Feng], Wu, D.P.[Da-Peng],
Image representation by compressive sensing for visual sensor networks,
JVCIR(21), No. 4, May 2010, pp. 325-333.
Elsevier DOI Link
WWW Version. 1006
BibRef
Earlier:
Image representation by compressed sensing,
ICIP08(1344-1347).
IEEE DOI Link 0810
Image representation; Compressive sensing; Random sampling; Projection onto convex sets; Convex optimization; Image decomposition; Interpolation; Image reconstruction BibRef

Baraniuk, R.G., Candes, E., Elad, M., Ma, Y.,
Applications of Sparse Representation and Compressive Sensing,
PIEEE(98), No. 6, June 2010, pp. 906-909.
IEEE DOI Link 1006
BibRef

Baraniuk, R.G.[Richard G.], Cevher, V., Wakin, M.B.[Michael B.],
Low-Dimensional Models for Dimensionality Reduction and Signal Recovery: A Geometric Perspective,
PIEEE(98), No. 6, June 2010, pp. 959-971.
IEEE DOI Link 1006
BibRef

Duarte, M.F.[Marco F.], Davenport, M.A.[Mark A.], Wakin, M.B.[Michael B.], Laska, J.N.[Jason N.], Takhar, D.[Dharmpal], Kelly, K.F.[Kevin F.], Baraniuk, R.G.[Richard G.],
Multiscale Random Projections for Compressive Classification,
ICIP07(VI: 161-164).
IEEE DOI Link 0709
BibRef

Wakin, M.B., Laska, J.N., Duarte, M.F., Baron, D., Sarvotham, S., Takhar, D., Kelly, K.F., Baraniuk, R.G.,
An Architecture for Compressive Imaging,
ICIP06(1273-1276).
IEEE DOI Link 0610
BibRef

Duarte, M.F., Baraniuk, R.G.,
Kronecker Compressive Sensing,
IP(21), No. 2, February 2012, pp. 494-504.
IEEE DOI Link 1201
BibRef

Elad, M., Figueiredo, M.A.T., Ma, Y.,
On the Role of Sparse and Redundant Representations in Image Processing,
PIEEE(98), No. 6, June 2010, pp. 972-982.
IEEE DOI Link 1006
BibRef

Fadili, M.J., Starck, J.L., Bobin, J., Moudden, Y.,
Image Decomposition and Separation Using Sparse Representations: An Overview,
PIEEE(98), No. 6, June 2010, pp. 983-994.
IEEE DOI Link 1006
BibRef

Jacques, L.[Laurent], Hammond, D.K.[David Kenric], Fadili, M.J.[M. Jalal],
Weighted fidelity in non-uniformly quantized compressed sensing,
ICIP11(1921-1924).
IEEE DOI Link 1201
BibRef
Earlier:
De-Quantizing Compressed Sensing with non-Gaussian constraints,
ICIP09(1465-1468).
IEEE DOI Link 0911
BibRef

Bobin, J., Candes, E.J.,
A fast and accurate first-order algorithm for compressed sensing,
ICIP09(1457-1460).
IEEE DOI Link 0911
BibRef

Bajwa, W.U., Haupt, J., Sayeed, A.M., Nowak, R.,
Compressed Channel Sensing: A New Approach to Estimating Sparse Multipath Channels,
PIEEE(98), No. 6, June 2010, pp. 1058-1076.
IEEE DOI Link 1006
BibRef

Yang, A.Y., Gastpar, M., Bajcsy, R., Sastry, S.S.,
Distributed Sensor Perception via Sparse Representation,
PIEEE(98), No. 6, June 2010, pp. 1077-1088.
IEEE DOI Link 1006
BibRef

Robucci, R., Gray, J.D., Chiu, L.K., Romberg, J., Hasler, P.,
Compressive Sensing on a CMOS Separable-Transform Image Sensor,
PIEEE(98), No. 6, June 2010, pp. 1089-1101.
IEEE DOI Link 1006
BibRef

Yu, L., Barbot, J.P., Zheng, G., Sun, H.,
Compressive Sensing With Chaotic Sequence,
SPLetters(17), No. 8, August 2010, pp. 731-734.
IEEE DOI Link 1007
BibRef

Fannjiang, A.C.[Albert C.], Strohmer, T.[Thomas], Yan, P.C.[Peng-Chong],
Compressed Remote Sensing Of Sparse Objects,
SIIMS(3), No. 3, 2010, pp. 595-618.
WWW Version.
WWW Version. compressed sensing; incoherence; threshold aperture; Rayleigh resolution; random sensor array BibRef 1000

Wang, Y.L.[Yi-Lun], Yin, W.T.[Wo-Tao],
Sparse Signal Reconstruction Via Iterative Support Detection,
SIIMS(3), No. 3, 2010, pp. 462-491.
WWW Version.
WWW Version. compressed sensing; L_1 minimization; iterative support detection; basis pursuit BibRef 1000

Veeraraghavan, A.[Ashok], Reddy, D.[Dikpal], Raskar, R.[Ramesh],
Coded Strobing Photography: Compressive Sensing of High Speed Periodic Videos,
PAMI(33), No. 4, April 2011, pp. 671-686.
IEEE DOI Link 1103
via temporal modulation, capture high-speed video beyond capability of low-frame-rate camera. Strobe coded projections. BibRef

Reddy, D.[Dikpal], Veeraraghavan, A.[Ashok], Chellappa, R.[Rama],
P2C2: Programmable pixel compressive camera for high speed imaging,
CVPR11(329-336).
IEEE DOI Link 1106
BibRef

Asif, M.S.[M. Salman], Reddy, D.[Dikpal], Boufounos, P.T.[Petros T.], Veeraraghavan, A.[Ashok],
Streaming Compressive Sensing for high-speed periodic videos,
ICIP10(3373-3376).
IEEE DOI Link 1009
BibRef

Edwards, J.,
Focus on Compressive Sensing,
SPMag(28), No. 2, 2011, pp. 11-13.
IEEE DOI Link 1103
Special Reports. Brief survey. BibRef

Ashok, A.[Amit], Neifeld, M.A.[Mark A.],
Compressive imaging: hybrid measurement basis design,
JOSA-A(28), No. 6, June 2011, pp. 1041-1050.
WWW Version. 1101
BibRef

Ni, K.Y.[Kang-Yu], Datta, S.[Somantika], Mahanti, P.[Prasun], Roudenko, S.[Svetlana], Cochran, D.[Douglas],
Efficient Deterministic Compressed Sensing for Images with Chirps and Reed-Muller Codes,
SIIMS(4), No. 3, 2011, pp. 931-953.
WWW Version. 1110
BibRef

Li, B.[Bo], Shen, Y.[Yi], Li, J.[Jia],
Dictionaries Construction Using Alternating Projection Method in Compressive Sensing,
SPLetters(18), No. 11, November 2011, pp. 663-666.
IEEE DOI Link 1112
BibRef

Chen, W., Rodrigues, M.R.D., Wassell, I.J.,
On the Use of Unit-Norm Tight Frames to Improve the Average MSE Performance in Compressive Sensing Applications,
SPLetters(19), No. 1, January 2012, pp. 8-11.
IEEE DOI Link 1112
BibRef

Abou Saleh, A., Chan, W.Y., Alajaji, F.,
Compressed Sensing With Nonlinear Analog Mapping in a Noisy Environment,
SPLetters(19), No. 1, January 2012, pp. 39-42.
IEEE DOI Link 1112
BibRef

Yang, Z., Zhang, C., Xie, L.,
On Phase Transition of Compressed Sensing in the Complex Domain,
SPLetters(19), No. 1, January 2012, pp. 47-50.
IEEE DOI Link 1112
BibRef

Wu, X., Dong, W., Zhang, X., Shi, G.,
Model-Assisted Adaptive Recovery of Compressed Sensing with Imaging Applications,
IP(21), No. 2, February 2012, pp. 451-458.
IEEE DOI Link 1201
BibRef

Hong, S.[Seokbeom], Park, H.[Hosung], Shin, B.[Beomkyu], No, J.S.[Jong-Seon], Chung, H.[Habong],
A New Performance Measure Using k -Set Correlation for Compressed Sensing Matrices,
SPLetters(19), No. 3, March 2012, pp. 143-146.
IEEE DOI Link 1202
BibRef

Fannjiang, A.[Albert], Liao, W.J.[Wen-Jing],
Coherence Pattern-Guided Compressive Sensing with Unresolved Grids,
SIIMS(5), No. 1 2012, pp. 179.
WWW Version. 1203
BibRef

Fu, C., Ji, X., Dai, Q.,
Adaptive Compressed Sensing Recovery Utilizing the Property of Signal's Autocorrelations,
IP(21), No. 5, May 2012, pp. 2369-2378.
IEEE DOI Link 1204
BibRef

Wang, L., Wu, X., Shi, G.,
Binned Progressive Quantization for Compressive Sensing,
IP(21), No. 6, June 2012, pp. 2980-2990.
IEEE DOI Link 1202
BibRef

Zou, J., Fu, Y., Xie, S.,
A Block Fixed Point Continuation Algorithm for Block-Sparse Reconstruction,
SPLetters(19), No. 6, June 2012, pp. 364-367.
IEEE DOI Link 1202
BibRef

Papandreou, G.[George], Yuille, A.L.[Alan L.],
Efficient variational inference in large-scale Bayesian compressed sensing,
ITCVPR11(1332-1339).
IEEE DOI Link 1201
BibRef

Shu, X.B.[Xian-Biao], Ahuja, N.[Narendra],
Imaging via three-dimensional compressive sampling (3DCS),
ICCV11(439-446).
IEEE DOI Link 1201
I.e. sample below Nyquist rate. A lot of theory, but no camera yet. BibRef

Le Montagner, Y.[Yoann], Marim, M.[Marcio], Angelini, E.[Elsa], Olivo-Marin, J.C.[Jean-Christophe],
Numerical evaluation of sampling bounds for near-optimal reconstruction in compressed sensing,
ICIP11(3073-3076).
IEEE DOI Link 1201
BibRef

Li, B.[Bin], Zhu, X.[Xuqi], Liu, Y.[Yu], Zhang, L.[Lin],
An unequally protected Distributed Compressed Video Sensing algorithm,
VCIP11(1-4).
IEEE DOI Link 1201
BibRef

Zhang, Z.[Zhen], Shi, Y.[Yunhui], Yin, B.C.[Bao-Cai],
Compressive sensing image recovery based on equalization quantization noise model,
VCIP11(1-4).
IEEE DOI Link 1201
BibRef

Lee, H.K.[Hyung-Keuk], Oh, H.[Heeseok], Lee, S.H.[Sang-Hoon],
A new block compressive sensing to control the number of measurements,
ICIP11(2713-2716).
IEEE DOI Link 1201
BibRef

Huang, H.L.[Hong-Lin], Makur, A., Venkatraman, D.,
Video object error coding method based on compressive sensing,
ICARCV08(1287-1291).
IEEE DOI Link 1109
BibRef

Xiao, L.[Liang], Shao, J.[Jun], Huang, L.[Lili], Wei, Z.H.[Zhi-Hui],
Compounded Regularization and Fast Algorithm for Compressive Sensing Deconvolution,
ICIG11(616-621).
IEEE DOI Link 1109
BibRef

Lin, X.F.[Xiao-Fen], Lu, G.[Gang], Yan, J.W.[Jing-Wen], Lin, W.[Wei],
Measurement Matrix of Compressive Sensing Based on Gram-Schmidt Orthogonalization,
ICIG11(205-210).
IEEE DOI Link 1109
BibRef

Ren, Y.M.[Yue-Mei], Zhang, Y.N.[Yang-Ning], Li, Y.[Ying], Huang, J.Y.[Jian-Yu], Hui, J.J.[Jian-Jiang],
A Space Target Recognition Method Based on Compressive Sensing,
ICIG11(582-586).
IEEE DOI Link 1109
BibRef

Borghi, A., Darbon, J., Peyronnet, S., Chan, T.F.[Tony F.], Osher, S.J.[Stanley J.],
A Compressive Sensing Algorithm for Many-Core Architectures,
ISVC10(II: 678-686).
Springer DOI Link 1011
BibRef

Trocan, M.[Maria], Maugey, T.[Thomas], Tramel, E.W.[Eric W.], Fowler, J.E.[James E.], Pesquet-Popescu, B.[Beatrice],
Compressed sensing of multiview images using disparity compensation,
ICIP10(3345-3348).
IEEE DOI Link 1009
BibRef

Zhang, X.[Xin], Lam, E.Y.[Edmund Y.],
Sectional image reconstruction in optical scanning holography using compressed sensing,
ICIP10(3349-3352).
IEEE DOI Link 1009
BibRef

He, Z.X.[Zai-Xing], Ogawa, T.[Takahiro], Haseyama, M.[Miki],
The simplest measurement matrix for compressed sensing of natural images,
ICIP10(4301-4304).
IEEE DOI Link 1009
BibRef

Majumdar, A.[Angshul], Ward, R.K.[Rabab K.],
Compressive color imaging with group-sparsity on analysis prior,
ICIP10(1337-1340).
IEEE DOI Link 1009
BibRef

Shang, F.[Fei], Du, H.[Huiqian], Jia, Y.D.[Yun-De],
Compressive Sampling Recovery for Natural Images,
ICPR10(2206-2209).
IEEE DOI Link 1008
BibRef

Yamamoto, S.[Satoshi], Itakura, Y.[Yasumasa], Sawabe, M.[Masashi],
Precomputed ROMP for light transport acquisition,
PROCAMS10(49-56).
IEEE DOI Link 1006
Compressive sensing. BibRef

Chang, H.S.[Hyun Sung], Weiss, Y.[Yair], Freeman, W.T.[William T.],
Informative sensing of natural images,
ICIP09(3025-3028).
IEEE DOI Link 0911
different random sampling. BibRef

Mun, S.K.[Sung-Kwang], Fowler, J.E.[James E.],
Block compressed sensing of images using directional transforms,
ICIP09(3021-3024).
IEEE DOI Link 0911
BibRef

Patel, V.M.[Vishal M.], Easley, G.R.[Glenn R.], Healy, D.M.[Dennis M.], Chellappa, R.[Rama],
Compressed sensing for Synthetic Aperture Radar imaging,
ICIP09(2141-2144).
IEEE DOI Link 0911
BibRef

Lu, W.[Wei], Vaswani, N.[Namrata],
Modified compressive sensing for real-time dynamic MR imaging,
ICIP09(3045-3048).
IEEE DOI Link 0911
BibRef

Wu, X.L.[Xiao-Lin], Zhang, X.J.[Xiang-Jun],
Compressive-uniform hybrid sensing for image acquisition and communication,
ICIP09(3041-3044).
IEEE DOI Link 0911
BibRef

Wang, T.[Tao], Zhu, Z.G.[Zhi-Gang], Rhody, H.[Harvey],
A smart sensor with hyperspectral/range fovea and panoramic peripheral view,
OTCBVS09(98-105).
IEEE DOI Link 0906
BibRef

Wan, T.[Tao], Canagarajah, N.[Nishan], Achim, A.[Alin],
Compressive image fusion,
ICIP08(1308-1311).
IEEE DOI Link 0810
Sampling pattern. BibRef

Patel, V.M.[Vishal M.], Easley, G.R.[Glenn R.], Chellappa, R.[Rama], Healy, D.M.[Dennis M.],
Enhancing sparsity using gradients for compressive sensing,
ICIP09(3033-3036).
IEEE DOI Link 0911
BibRef

Hyder, M.M.[M. Mashud], Mahata, K.[Kaushik],
A fast decoder for Compressed Sensing based multiple description image coding,
ICIP09(2125-2128).
IEEE DOI Link 0911
BibRef

Schulz, A.[Adriana], Velho, L.[Luiz], da Silva, E.A.B.[Eduardo A.B.],
On the empirical rate-distortion performance of Compressive Sensing,
ICIP09(3049-3052).
IEEE DOI Link 0911
BibRef

Chapter on Image Processing, Restoration, Enhancement, Filters, Image and Video Coding continues in
Matching Pursuits, Video Coding .