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Brendt Wohlberg
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- affiliation: Los Alamos National Laboratory, Los Alamos, NM, USA
- affiliation (PhD 1996): University of Cape Town, Cape Town, South Africa
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2020 – today
- 2025
 [j47]Chicago Y. Park [j47]Chicago Y. Park , Michael T. McCann , Michael T. McCann , Cristina Garcia-Cardona , Cristina Garcia-Cardona , Brendt Wohlberg , Brendt Wohlberg , Ulugbek S. Kamilov , Ulugbek S. Kamilov : :
 Random Walks With Tweedie: A Unified View of Score-Based Diffusion Models [In the Spotlight]. IEEE Signal Process. Mag. 42(3): 40-51 (2025)
 [j46]Edward P. Chandler [j46]Edward P. Chandler , Shirin Shoushtari , Shirin Shoushtari , Brendt Wohlberg , Brendt Wohlberg , Ulugbek S. Kamilov , Ulugbek S. Kamilov : :
 Closed-Form Approximation of the Total Variation Proximal Operator. IEEE Trans. Computational Imaging 11: 1217-1228 (2025)
 [j45]Qiuchen Zhai, Gregery T. Buzzard, Kevin M. Mertes, Brendt Wohlberg, Charles A. Bouman: [j45]Qiuchen Zhai, Gregery T. Buzzard, Kevin M. Mertes, Brendt Wohlberg, Charles A. Bouman:
 Ptychography Using Blind Multi-Mode PMACE. IEEE Trans. Computational Imaging 11: 1320-1335 (2025)
 [i29]Edward P. Chandler, Shirin Shoushtari, Brendt Wohlberg, Ulugbek S. Kamilov: [i29]Edward P. Chandler, Shirin Shoushtari, Brendt Wohlberg, Ulugbek S. Kamilov:
 Analysis Plug-and-Play Methods for Imaging Inverse Problems. CoRR abs/2509.15422 (2025)
- 2024
 [j44]Luke Lozenski [j44]Luke Lozenski , Hanchen Wang , Hanchen Wang , Fu Li , Fu Li , Mark A. Anastasio , Mark A. Anastasio , Brendt Wohlberg , Brendt Wohlberg , Youzuo Lin , Youzuo Lin , Umberto Villa , Umberto Villa : :
 Learned Full Waveform Inversion Incorporating Task Information for Ultrasound Computed Tomography. IEEE Trans. Computational Imaging 10: 69-82 (2024)
 [j43]Thilo Balke [j43]Thilo Balke , Alexander M. Long , Alexander M. Long , Sven C. Vogel , Sven C. Vogel , Brendt Wohlberg , Brendt Wohlberg , Charles A. Bouman , Charles A. Bouman : :
 TRINIDI: Time-of-Flight Resonance Imaging With Neutrons for Isotopic Density Inference. IEEE Trans. Computational Imaging 10: 154-169 (2024)
 [i28]Youzuo Lin, Shihang Feng, James Theiler, Yinpeng Chen, Umberto Villa, Jing Rao, John James Greenhall, Cristian Pantea, Mark A. Anastasio, Brendt Wohlberg: [i28]Youzuo Lin, Shihang Feng, James Theiler, Yinpeng Chen, Umberto Villa, Jing Rao, John James Greenhall, Cristian Pantea, Mark A. Anastasio, Brendt Wohlberg:
 Physics and Deep Learning in Computational Wave Imaging. CoRR abs/2410.08329 (2024)
 [i27]Chicago Y. Park, Michael T. McCann, Cristina Garcia-Cardona, Brendt Wohlberg, Ulugbek S. Kamilov: [i27]Chicago Y. Park, Michael T. McCann, Cristina Garcia-Cardona, Brendt Wohlberg, Ulugbek S. Kamilov:
 Random Walks with Tweedie: A Unified Framework for Diffusion Models. CoRR abs/2411.18702 (2024)
 [i26]Chicago Y. Park, Yuyang Hu, Michael T. McCann, Cristina Garcia-Cardona, Brendt Wohlberg, Ulugbek S. Kamilov: [i26]Chicago Y. Park, Yuyang Hu, Michael T. McCann, Cristina Garcia-Cardona, Brendt Wohlberg, Ulugbek S. Kamilov:
 Plug-and-Play Priors as a Score-Based Method. CoRR abs/2412.11108 (2024)
- 2023
 [j42]Ulugbek S. Kamilov [j42]Ulugbek S. Kamilov , Charles A. Bouman , Charles A. Bouman , Gregery T. Buzzard , Gregery T. Buzzard , Brendt Wohlberg , Brendt Wohlberg : :
 Plug-and-Play Methods for Integrating Physical and Learned Models in Computational Imaging: Theory, algorithms, and applications. IEEE Signal Process. Mag. 40(1): 85-97 (2023)
 [j41]Youzuo Lin [j41]Youzuo Lin , James Theiler , James Theiler , Brendt Wohlberg , Brendt Wohlberg : :
 Physics-Guided Data-Driven Seismic Inversion: Recent progress and future opportunities in full-waveform inversion. IEEE Signal Process. Mag. 40(1): 115-133 (2023)
 [j40]W. Clem Karl [j40]W. Clem Karl , James E. Fowler , James E. Fowler , Charles A. Bouman , Charles A. Bouman , Müjdat Çetin , Müjdat Çetin , Brendt Wohlberg , Brendt Wohlberg , Jong Chul Ye , Jong Chul Ye : :
 The Foundations of Computational Imaging: A signal processing perspective. IEEE Signal Process. Mag. 40(5): 40-53 (2023)
 [j39]Qiuchen Zhai [j39]Qiuchen Zhai , Gregery T. Buzzard , Gregery T. Buzzard , Kevin Mertes , Kevin Mertes , Brendt Wohlberg , Brendt Wohlberg , Charles A. Bouman , Charles A. Bouman : :
 Projected Multi-Agent Consensus Equilibrium (PMACE) With Application to Ptychography. IEEE Trans. Computational Imaging 9: 1058-1070 (2023)
 [j38]Paul Goyes-Peñafiel [j38]Paul Goyes-Peñafiel , Edwin Vargas , Edwin Vargas , Claudia V. Correa P. , Claudia V. Correa P. , Yu Sun , Yu Sun , Ulugbek S. Kamilov , Ulugbek S. Kamilov , Brendt Wohlberg , Brendt Wohlberg , Henry Arguello , Henry Arguello : :
 Coordinate-Based Seismic Interpolation in Irregular Land Survey: A Deep Internal Learning Approach. IEEE Trans. Geosci. Remote. Sens. 61: 1-12 (2023)
 [i25]Weijie Gan, Qiuchen Zhai, Michael Thompson McCann, Cristina Garcia-Cardona, Ulugbek S. Kamilov, Brendt Wohlberg: [i25]Weijie Gan, Qiuchen Zhai, Michael Thompson McCann, Cristina Garcia-Cardona, Ulugbek S. Kamilov, Brendt Wohlberg:
 PtychoDV: Vision Transformer-Based Deep Unrolling Network for Ptychographic Image Reconstruction. CoRR abs/2310.07504 (2023)
- 2022
 [j37]Thilo Balke [j37]Thilo Balke , Fernando Davis, Cristina Garcia-Cardona , Fernando Davis, Cristina Garcia-Cardona , Soumendu Majee , Soumendu Majee , Michael T. McCann , Michael T. McCann , Luke Pfister , Luke Pfister , Brendt Wohlberg , Brendt Wohlberg : :
 Scientific Computational Imaging Code (SCICO). J. Open Source Softw. 7(78): 4722 (2022)
 [j36]Paul Goyes-Peñafiel [j36]Paul Goyes-Peñafiel , Edwin Vargas , Edwin Vargas , Claudia V. Correa P. , Claudia V. Correa P. , William Agudelo, Brendt Wohlberg , William Agudelo, Brendt Wohlberg , Henry Arguello , Henry Arguello : :
 A Consensus Equilibrium Approach for 3-D Land Seismic Shots Recovery. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022)
 [j35]Renán Rojas-Gómez, Jihyun Yang, Youzuo Lin [j35]Renán Rojas-Gómez, Jihyun Yang, Youzuo Lin , James Theiler , James Theiler , Brendt Wohlberg , Brendt Wohlberg : :
 Physics-Consistent Data-Driven Waveform Inversion With Adaptive Data Augmentation. IEEE Geosci. Remote. Sens. Lett. 19: 1-5 (2022)
 [j34]Shihang Feng [j34]Shihang Feng , Youzuo Lin , Youzuo Lin , Brendt Wohlberg , Brendt Wohlberg : :
 Multiscale Data-Driven Seismic Full-Waveform Inversion With Field Data Study. IEEE Trans. Geosci. Remote. Sens. 60: 1-14 (2022)
 [j33]Shihang Feng [j33]Shihang Feng , Xitong Zhang , Xitong Zhang , Brendt Wohlberg , Brendt Wohlberg , Neill Symons, Youzuo Lin , Neill Symons, Youzuo Lin : :
 Connect the Dots: In Situ 4-D Seismic Monitoring of CO2 Storage With Spatio-Temporal CNNs. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022)
 [j32]Qili Zeng [j32]Qili Zeng , Shihang Feng , Shihang Feng , Brendt Wohlberg , Brendt Wohlberg , Youzuo Lin , Youzuo Lin : :
 InversionNet3D: Efficient and Scalable Learning for 3-D Full-Waveform Inversion. IEEE Trans. Geosci. Remote. Sens. 60: 1-16 (2022)
- 2021
 [j31]Brendt Wohlberg [j31]Brendt Wohlberg , Przemek R. Wozniak: , Przemek R. Wozniak:
 PSF Estimation in Crowded Astronomical Imagery as a Convolutional Dictionary Learning Problem. IEEE Signal Process. Lett. 28: 374-378 (2021)
 [j30]Jiaming Liu [j30]Jiaming Liu , Yu Sun , Yu Sun , Weijie Gan, Xiaojian Xu , Weijie Gan, Xiaojian Xu , Brendt Wohlberg , Brendt Wohlberg , Ulugbek S. Kamilov , Ulugbek S. Kamilov : :
 SGD-Net: Efficient Model-Based Deep Learning With Theoretical Guarantees. IEEE Trans. Computational Imaging 7: 598-610 (2021)
 [j29]Yu Sun [j29]Yu Sun , Zihui Wu , Zihui Wu , Xiaojian Xu , Xiaojian Xu , Brendt Wohlberg , Brendt Wohlberg , Ulugbek S. Kamilov , Ulugbek S. Kamilov : :
 Scalable Plug-and-Play ADMM With Convergence Guarantees. IEEE Trans. Computational Imaging 7: 849-863 (2021)
 [j28]Yu Sun [j28]Yu Sun , Jiaming Liu , Jiaming Liu , Mingyang Xie, Brendt Wohlberg , Mingyang Xie, Brendt Wohlberg , Ulugbek S. Kamilov , Ulugbek S. Kamilov : :
 CoIL: Coordinate-Based Internal Learning for Tomographic Imaging. IEEE Trans. Computational Imaging 7: 1400-1412 (2021)
 [c63]Qiuchen Zhai, Brendt Wohlberg, Gregery T. Buzzard, Charles A. Bouman: [c63]Qiuchen Zhai, Brendt Wohlberg, Gregery T. Buzzard, Charles A. Bouman:
 Projected Multi-Agent Consensus Equilibrium for Ptychographic Image Reconstruction. ACSCC 2021: 1694-1698
 [c62]Jiaming Liu, Yu Sun [c62]Jiaming Liu, Yu Sun , Weijie Gan, Xiaojian Xu, Brendt Wohlberg, Ulugbek S. Kamilov: , Weijie Gan, Xiaojian Xu, Brendt Wohlberg, Ulugbek S. Kamilov:
 Stochastic Deep Unfolding for Imaging Inverse Problems. ICASSP 2021: 1395-1399
 [c61]Mingyang Xie, Jiaming Liu, Yu Sun [c61]Mingyang Xie, Jiaming Liu, Yu Sun , Weijie Gan, Brendt Wohlberg, Ulugbek S. Kamilov: , Weijie Gan, Brendt Wohlberg, Ulugbek S. Kamilov:
 Joint Reconstruction and Calibration Using Regularization by Denoising with Application to Computed Tomography. ICCVW 2021: 4011-4020
 [c60]Thilo Balke, Alexander M. Long, Sven C. Vogel, Brendt Wohlberg, Charles A. Bouman: [c60]Thilo Balke, Alexander M. Long, Sven C. Vogel, Brendt Wohlberg, Charles A. Bouman:
 Hyperspectral Neutron CT with Material Decomposition. ICIP 2021: 3482-3486
 [c59]Yu Sun, Jiaming Liu, Yiran Sun, Brendt Wohlberg, Ulugbek Kamilov: [c59]Yu Sun, Jiaming Liu, Yiran Sun, Brendt Wohlberg, Ulugbek Kamilov:
 Async-RED: A Provably Convergent Asynchronous Block Parallel Stochastic Method using Deep Denoising Priors. ICLR 2021
 [c58]Jiaming Liu, M. Salman Asif, Brendt Wohlberg, Ulugbek Kamilov: [c58]Jiaming Liu, M. Salman Asif, Brendt Wohlberg, Ulugbek Kamilov:
 Recovery Analysis for Plug-and-Play Priors using the Restricted Eigenvalue Condition. NeurIPS 2021: 5921-5933
 [i24]Jiaming Liu, Yu Sun, Weijie Gan, Xiaojian Xu, Brendt Wohlberg, Ulugbek S. Kamilov: [i24]Jiaming Liu, Yu Sun, Weijie Gan, Xiaojian Xu, Brendt Wohlberg, Ulugbek S. Kamilov:
 SGD-Net: Efficient Model-Based Deep Learning with Theoretical Guarantees. CoRR abs/2101.09379 (2021)
 [i23]Qili Zeng, Shihang Feng, Brendt Wohlberg, Youzuo Lin: [i23]Qili Zeng, Shihang Feng, Brendt Wohlberg, Youzuo Lin:
 InversionNet3D: Efficient and Scalable Learning for 3D Full Waveform Inversion. CoRR abs/2103.14158 (2021)
 [i22]Aydin Buluç, Tamara G. Kolda, Stefan M. Wild, Mihai Anitescu, Anthony M. DeGennaro, John Jakeman, Chandrika Kamath, Ramakrishnan Kannan, Miles E. Lopes, Per-Gunnar Martinsson, Kary L. Myers, Jelani Nelson, Juan M. Restrepo, C. Seshadhri, Draguna L. Vrabie, Brendt Wohlberg, Stephen J. Wright, Chao Yang, Peter Zwart: [i22]Aydin Buluç, Tamara G. Kolda, Stefan M. Wild, Mihai Anitescu, Anthony M. DeGennaro, John Jakeman, Chandrika Kamath, Ramakrishnan Kannan, Miles E. Lopes, Per-Gunnar Martinsson, Kary L. Myers, Jelani Nelson, Juan M. Restrepo, C. Seshadhri, Draguna L. Vrabie, Brendt Wohlberg, Stephen J. Wright, Chao Yang, Peter Zwart:
 Randomized Algorithms for Scientific Computing (RASC). CoRR abs/2104.11079 (2021)
 [i21]Shihang Feng, Xitong Zhang, Brendt Wohlberg, Neill Symons, Youzuo Lin: [i21]Shihang Feng, Xitong Zhang, Brendt Wohlberg, Neill Symons, Youzuo Lin:
 Connect the Dots: In Situ 4D Seismic Monitoring of CO2 Storage with Spatio-temporal CNNs. CoRR abs/2105.11622 (2021)
 [i20]Jiaming Liu, M. Salman Asif, Brendt Wohlberg, Ulugbek S. Kamilov: [i20]Jiaming Liu, M. Salman Asif, Brendt Wohlberg, Ulugbek S. Kamilov:
 Recovery Analysis for Plug-and-Play Priors using the Restricted Eigenvalue Condition. CoRR abs/2106.03668 (2021)
- 2020
 [j27]Xiaojian Xu [j27]Xiaojian Xu , Yu Sun , Yu Sun , Jiaming Liu , Jiaming Liu , Brendt Wohlberg , Brendt Wohlberg , Ulugbek S. Kamilov , Ulugbek S. Kamilov : :
 Provable Convergence of Plug-and-Play Priors With MMSE Denoisers. IEEE Signal Process. Lett. 27: 1280-1284 (2020)
 [c57]Xiaojian Xu, Jiaming Liu, Yu Sun [c57]Xiaojian Xu, Jiaming Liu, Yu Sun , Brendt Wohlberg, Ulugbek S. Kamilov: , Brendt Wohlberg, Ulugbek S. Kamilov:
 Boosting the Performance of Plug-and-Play Priors via Denoiser Scaling. ACSSC 2020: 1305-1312
 [c56]Manish Bhattarai [c56]Manish Bhattarai , Diane Oyen , Diane Oyen , Juan Castorena, Liping Yang, Brendt Wohlberg: , Juan Castorena, Liping Yang, Brendt Wohlberg:
 Diagram Image Retrieval using Sketch-Based Deep Learning and Transfer Learning. CVPR Workshops 2020: 663-672
 [c55]Xuehang Zheng, Saiprasad Ravishankar, Yong Long, Marc Louis Klasky, Brendt Wohlberg: [c55]Xuehang Zheng, Saiprasad Ravishankar, Yong Long, Marc Louis Klasky, Brendt Wohlberg:
 Two-Layer Residual Sparsifying Transform Learning for Image Reconstruction. ISBI 2020: 174-177
 [c54]Yuxin Yang, Ben Gremillion, Xitong Zhang, Youzuo Lin, Brendt Wohlberg, Qiang Guan: [c54]Yuxin Yang, Ben Gremillion, Xitong Zhang, Youzuo Lin, Brendt Wohlberg, Qiang Guan:
 How Good Is Your Scientific Data Generative Model? MLHPC/AI4S@SC 2020: 96-102
 [c53]Youzuo Lin, James Theiler, Brendt Wohlberg, Yue Wu, Zhongping Zhang: [c53]Youzuo Lin, James Theiler, Brendt Wohlberg, Yue Wu, Zhongping Zhang:
 Data-driven Methods for Solving Large-scale Inverse Problems with Applications to Subsurface Imaging. SSIAI 2020: 13
 [i19]Ming Gong, Liping Yang, Catherine Potts [i19]Ming Gong, Liping Yang, Catherine Potts , Vijayan K. Asari, Diane Oyen, Brendt Wohlberg: , Vijayan K. Asari, Diane Oyen, Brendt Wohlberg:
 TGGLines: A Robust Topological Graph Guided Line Segment Detector for Low Quality Binary Images. CoRR abs/2002.12428 (2020)
 [i18]Manish Bhattarai, Diane Oyen, Juan Castorena, Liping Yang, Brendt Wohlberg: [i18]Manish Bhattarai, Diane Oyen, Juan Castorena, Liping Yang, Brendt Wohlberg:
 Diagram Image Retrieval using Sketch-Based Deep Learning and Transfer Learning. CoRR abs/2004.10780 (2020)
 [i17]Yu Sun, Zihui Wu [i17]Yu Sun, Zihui Wu , Brendt Wohlberg, Ulugbek S. Kamilov: , Brendt Wohlberg, Ulugbek S. Kamilov:
 Scalable Plug-and-Play ADMM with Convergence Guarantees. CoRR abs/2006.03224 (2020)
 [i16]Renán Rojas-Gómez, Jihyun Yang, Youzuo Lin, James Theiler, Brendt Wohlberg: [i16]Renán Rojas-Gómez, Jihyun Yang, Youzuo Lin, James Theiler, Brendt Wohlberg:
 Physics-Consistent Data-driven Waveform Inversion with Adaptive Data Augmentation. CoRR abs/2009.01807 (2020)
 [i15]Yu Sun, Jiaming Liu, Yiran Sun, Brendt Wohlberg, Ulugbek S. Kamilov: [i15]Yu Sun, Jiaming Liu, Yiran Sun, Brendt Wohlberg, Ulugbek S. Kamilov:
 Async-RED: A Provably Convergent Asynchronous Block Parallel Stochastic Method using Deep Denoising Priors. CoRR abs/2010.01446 (2020)
 [i14]Mingyang Xie, Yu Sun, Jiaming Liu, Brendt Wohlberg, Ulugbek S. Kamilov: [i14]Mingyang Xie, Yu Sun, Jiaming Liu, Brendt Wohlberg, Ulugbek S. Kamilov:
 Joint Reconstruction and Calibration using Regularization by Denoising. CoRR abs/2011.13391 (2020)
2010 – 2019
- 2019
 [j26]Gustavo Chau [j26]Gustavo Chau , Brendt Wohlberg , Brendt Wohlberg , Paul Rodríguez , Paul Rodríguez : :
 Efficient Projection onto the ℓ∞, 1 Mixed-Norm Ball Using a Newton Root Search Method. SIAM J. Imaging Sci. 12(1): 604-623 (2019)
 [j25]Yu Sun [j25]Yu Sun , Brendt Wohlberg , Brendt Wohlberg , Ulugbek S. Kamilov , Ulugbek S. Kamilov : :
 An Online Plug-and-Play Algorithm for Regularized Image Reconstruction. IEEE Trans. Computational Imaging 5(3): 395-408 (2019)
 [c52]Liping Yang, Diane Oyen [c52]Liping Yang, Diane Oyen , Brendt Wohlberg: , Brendt Wohlberg:
 A Novel Algorithm for Skeleton Extraction From Images Using Topological Graph Analysis. CVPR Workshops 2019: 1162-1166
 [c51]Yu Sun [c51]Yu Sun , Shiqi Xu, Yunzhe Li , Shiqi Xu, Yunzhe Li , Lei Tian , Lei Tian , Brendt Wohlberg, Ulugbek S. Kamilov: , Brendt Wohlberg, Ulugbek S. Kamilov:
 Regularized Fourier Ptychography Using an Online Plug-and-play Algorithm. ICASSP 2019: 7665-7669
 [c50]S. V. Venkatakrishnan, Brendt Wohlberg [c50]S. V. Venkatakrishnan, Brendt Wohlberg : :
 Convolutional Dictionary Regularizers for Tomographic Inversion. ICASSP 2019: 7820-7824
 [c49]Catherine Potts, Liping Yang, Diane Oyen [c49]Catherine Potts, Liping Yang, Diane Oyen , Brendt Wohlberg: , Brendt Wohlberg:
 A Topological Graph-Based Representation for Denoising Low Quality Binary Images. ICCV Workshops 2019: 1788-1798
 [i13]Xuehang Zheng, Saiprasad Ravishankar, Yong Long, Marc Louis Klasky, Brendt Wohlberg: [i13]Xuehang Zheng, Saiprasad Ravishankar, Yong Long, Marc Louis Klasky, Brendt Wohlberg:
 Multi-layer Residual Sparsifying Transform Learning for Image Reconstruction. CoRR abs/1906.00165 (2019)
- 2018
 [j24]Jialin Liu [j24]Jialin Liu , Cristina Garcia-Cardona , Cristina Garcia-Cardona , Brendt Wohlberg , Brendt Wohlberg , Wotao Yin , Wotao Yin : :
 First- and Second-Order Methods for Online Convolutional Dictionary Learning. SIAM J. Imaging Sci. 11(2): 1589-1628 (2018)
 [j23]Cristina Garcia-Cardona [j23]Cristina Garcia-Cardona , Brendt Wohlberg , Brendt Wohlberg : :
 Convolutional Dictionary Learning: A Comparative Review and New Algorithms. IEEE Trans. Computational Imaging 4(3): 366-381 (2018)
 [c48]Cristina Garcia-Cardona [c48]Cristina Garcia-Cardona , Brendt Wohlberg , Brendt Wohlberg : :
 Convolutional Dictionary Learning for Multi-Channel Signals. ACSSC 2018: 335-342
 [c47]Saiprasad Ravishankar, Brendt Wohlberg [c47]Saiprasad Ravishankar, Brendt Wohlberg : :
 Learning Multi-Layer Transform Models. Allerton 2018: 160-165
 [c46]Jorge Quesada [c46]Jorge Quesada , Paul Rodríguez , Paul Rodríguez , Brendt Wohlberg: , Brendt Wohlberg:
 Separable Dictionary Learning for Convolutional Sparse Coding via Split Updates. ICASSP 2018: 4094-4098
 [c45]Gustavo Chau [c45]Gustavo Chau , Brendt Wohlberg, Paul Rodríguez , Brendt Wohlberg, Paul Rodríguez : :
 Fast Projection onto the 𝓁∞, 1-Mixed Norm Ball Using Steffensen Root Search. ICASSP 2018: 4694-4698
 [c44]Brendt Wohlberg [c44]Brendt Wohlberg : :
 Convolutional Sparse Representations with Gradient Penalties. ICASSP 2018: 6528-6532
 [c43]Erik Skau, Brendt Wohlberg [c43]Erik Skau, Brendt Wohlberg : :
 A Fast Parallel Algorithm for Convolutional Sparse Coding. IVMSP 2018: 1-5
 [i12]Yu Sun, Brendt Wohlberg, Ulugbek S. Kamilov: [i12]Yu Sun, Brendt Wohlberg, Ulugbek S. Kamilov:
 An Online Plug-and-Play Algorithm for Regularized Image Reconstruction. CoRR abs/1809.04693 (2018)
 [i11]Saiprasad Ravishankar, Brendt Wohlberg: [i11]Saiprasad Ravishankar, Brendt Wohlberg:
 Learning Multi-Layer Transform Models. CoRR abs/1810.08323 (2018)
 [i10]Yu Sun, Shiqi Xu, Yunzhe Li, Lei Tian, Brendt Wohlberg, Ulugbek S. Kamilov: [i10]Yu Sun, Shiqi Xu, Yunzhe Li, Lei Tian, Brendt Wohlberg, Ulugbek S. Kamilov:
 Regularized Fourier Ptychography using an Online Plug-and-Play Algorithm. CoRR abs/1811.00120 (2018)
 [i9]Yu Sun, Brendt Wohlberg, Ulugbek S. Kamilov: [i9]Yu Sun, Brendt Wohlberg, Ulugbek S. Kamilov:
 Plug-In Stochastic Gradient Method. CoRR abs/1811.03659 (2018)
- 2017
 [j22]Andrea Cogliati [j22]Andrea Cogliati , Zhiyao Duan, Brendt Wohlberg , Zhiyao Duan, Brendt Wohlberg : :
 Piano Transcription With Convolutional Sparse Lateral Inhibition. IEEE Signal Process. Lett. 24(4): 392-396 (2017)
 [j21]Diego Carrera, Giacomo Boracchi [j21]Diego Carrera, Giacomo Boracchi , Alessandro Foi , Alessandro Foi , Brendt Wohlberg: , Brendt Wohlberg:
 Sparse Overcomplete Denoising: Aggregation Versus Global Optimization. IEEE Signal Process. Lett. 24(10): 1468-1472 (2017)
 [j20]Ulugbek S. Kamilov [j20]Ulugbek S. Kamilov , Hassan Mansour, Brendt Wohlberg , Hassan Mansour, Brendt Wohlberg : :
 A Plug-and-Play Priors Approach for Solving Nonlinear Imaging Inverse Problems. IEEE Signal Process. Lett. 24(12): 1872-1876 (2017)
 [c42]Gustavo Silva [c42]Gustavo Silva , Jorge Quesada , Jorge Quesada , Paul Rodríguez , Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 Fast convolutional sparse coding with separable filters. ICASSP 2017: 6035-6039
 [c41]Cristina Garcia-Cardona [c41]Cristina Garcia-Cardona , Brendt Wohlberg , Brendt Wohlberg : :
 Subproblem coupling in convolutional dictionary learning. ICIP 2017: 1697-1701
 [c40]Jialin Liu [c40]Jialin Liu , Cristina Garcia-Cardona , Cristina Garcia-Cardona , Brendt Wohlberg , Brendt Wohlberg , Wotao Yin: , Wotao Yin:
 Online convolutional dictionary learning. ICIP 2017: 1707-1711
 [c39]Youzuo Lin, Brendt Wohlberg [c39]Youzuo Lin, Brendt Wohlberg , Velimir V. Vesselinov , Velimir V. Vesselinov : :
 ADMM penalty parameter selection with krylov subspace recycling technique for sparse coding. ICIP 2017: 1945-1949
 [c38]Brendt Wohlberg [c38]Brendt Wohlberg : :
 SPORCO: A Python package for standard and convolutional sparse representations. SciPy 2017: 1-8
 [i8]Brendt Wohlberg: [i8]Brendt Wohlberg:
 ADMM Penalty Parameter Selection by Residual Balancing. CoRR abs/1704.06209 (2017)
 [i7]Brendt Wohlberg: [i7]Brendt Wohlberg:
 Convolutional Sparse Representations with Gradient Penalties. CoRR abs/1705.04407 (2017)
 [i6]Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin: [i6]Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin:
 Online Convolutional Dictionary Learning. CoRR abs/1706.09563 (2017)
 [i5]Brendt Wohlberg, Paul Rodríguez: [i5]Brendt Wohlberg, Paul Rodríguez:
 Convolutional Sparse Coding: Boundary Handling Revisited. CoRR abs/1707.06718 (2017)
 [i4]Brendt Wohlberg: [i4]Brendt Wohlberg:
 Convolutional Sparse Coding with Overlapping Group Norms. CoRR abs/1708.09038 (2017)
 [i3]Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin: [i3]Jialin Liu, Cristina Garcia-Cardona, Brendt Wohlberg, Wotao Yin:
 Online Convolutional Dictionary Learning. CoRR abs/1709.00106 (2017)
 [i2]Cristina Garcia-Cardona, Brendt Wohlberg: [i2]Cristina Garcia-Cardona, Brendt Wohlberg:
 Convolutional Dictionary Learning. CoRR abs/1709.02893 (2017)
- 2016
 [j19]Cesare Alippi, Giacomo Boracchi [j19]Cesare Alippi, Giacomo Boracchi , Brendt Wohlberg , Brendt Wohlberg : :
 Model Complexity, Regularization, and Sparsity [Guest Editorial]. IEEE Comput. Intell. Mag. 11(4): 12-13 (2016)
 [j18]Paul Rodríguez [j18]Paul Rodríguez , Brendt Wohlberg: , Brendt Wohlberg:
 Incremental Principal Component Pursuit for Video Background Modeling. J. Math. Imaging Vis. 55(1): 1-18 (2016)
 [j17]Ping-Keng Jao, Li Su [j17]Ping-Keng Jao, Li Su , Yi-Hsuan Yang, Brendt Wohlberg , Yi-Hsuan Yang, Brendt Wohlberg : :
 Monaural Music Source Separation Using Convolutional Sparse Coding. IEEE ACM Trans. Audio Speech Lang. Process. 24(11): 2158-2170 (2016)
 [j16]Andrea Cogliati [j16]Andrea Cogliati , Zhiyao Duan, Brendt Wohlberg , Zhiyao Duan, Brendt Wohlberg : :
 Context-Dependent Piano Music Transcription With Convolutional Sparse Coding. IEEE ACM Trans. Audio Speech Lang. Process. 24(12): 2218-2230 (2016)
 [j15]Suhas Sreehari [j15]Suhas Sreehari , S. V. Venkatakrishnan, Brendt Wohlberg , S. V. Venkatakrishnan, Brendt Wohlberg , Gregery T. Buzzard , Gregery T. Buzzard , Lawrence F. Drummy, Jeffrey P. Simmons, Charles A. Bouman: , Lawrence F. Drummy, Jeffrey P. Simmons, Charles A. Bouman:
 Plug-and-Play Priors for Bright Field Electron Tomography and Sparse Interpolation. IEEE Trans. Computational Imaging 2(4): 408-423 (2016)
 [j14]Brendt Wohlberg [j14]Brendt Wohlberg : :
 Efficient Algorithms for Convolutional Sparse Representations. IEEE Trans. Image Process. 25(1): 301-315 (2016)
 [c37]Paul Rodríguez [c37]Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 Ghosting suppression for incremental principal component pursuit algorithms. GlobalSIP 2016: 197-201
 [c36]Erik Skau, Brendt Wohlberg [c36]Erik Skau, Brendt Wohlberg , Hamid Krim , Hamid Krim , Liyi Dai: , Liyi Dai:
 Pansharpening via coupled triple factorization dictionary learning. ICASSP 2016: 1234-1237
 [c35]Brendt Wohlberg [c35]Brendt Wohlberg : :
 Boundary handling for convolutional sparse representations. ICIP 2016: 1833-1837
 [c34]Diego Carrera, Giacomo Boracchi [c34]Diego Carrera, Giacomo Boracchi , Alessandro Foi , Alessandro Foi , Brendt Wohlberg , Brendt Wohlberg : :
 Scale-invariant anomaly detection with multiscale group-sparse models. ICIP 2016: 3892-3896
 [c33]Brendt Wohlberg [c33]Brendt Wohlberg : :
 Convolutional sparse representations as an image model for impulse noise restoration. IVMSP 2016: 1-5
 [c32]Brendt Wohlberg [c32]Brendt Wohlberg : :
 Convolutional sparse representation of color images. SSIAI 2016: 57-60
 [c31]Xiyang Luo, Brendt Wohlberg [c31]Xiyang Luo, Brendt Wohlberg : :
 Convolutional Laplacian sparse coding. SSIAI 2016: 133-136
- 2015
 [c30]Michael S. Warren, Steven P. Brumby, Samuel W. Skillman, Tim Kelton, Brendt Wohlberg, Mark Mathis, Rick Chartrand, Ryan Keisler, Mark Johnson: [c30]Michael S. Warren, Steven P. Brumby, Samuel W. Skillman, Tim Kelton, Brendt Wohlberg, Mark Mathis, Rick Chartrand, Ryan Keisler, Mark Johnson:
 Seeing the Earth in the Cloud: Processing one petabyte of satellite imagery in one day. AIPR 2015: 1-12
 [c29]Ping-Keng Jao, Yi-Hsuan Yang, Brendt Wohlberg: [c29]Ping-Keng Jao, Yi-Hsuan Yang, Brendt Wohlberg:
 Informed monaural source separation of music based on convolutional sparse coding. ICASSP 2015: 236-240
 [c28]Paul Rodríguez [c28]Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 Translational and rotational jitter invariant incremental principal component pursuit for video background modeling. ICIP 2015: 537-541
 [c27]Diego Carrera, Giacomo Boracchi [c27]Diego Carrera, Giacomo Boracchi , Alessandro Foi , Alessandro Foi , Brendt Wohlberg , Brendt Wohlberg : :
 Detecting anomalous structures by convolutional sparse models. IJCNN 2015: 1-8
 [c26]Andrea Cogliati, Zhiyao Duan, Brendt Wohlberg [c26]Andrea Cogliati, Zhiyao Duan, Brendt Wohlberg : :
 Piano music transcription with fast convolutional sparse coding. MLSP 2015: 1-6
 [i1]Suhas Sreehari, S. V. Venkatakrishnan, Brendt Wohlberg, Lawrence F. Drummy, Jeffrey P. Simmons, Charles A. Bouman: [i1]Suhas Sreehari, S. V. Venkatakrishnan, Brendt Wohlberg, Lawrence F. Drummy, Jeffrey P. Simmons, Charles A. Bouman:
 Plug-and-Play Priors for Bright Field Electron Tomography and Sparse Interpolation. CoRR abs/1512.07331 (2015)
- 2014
 [c25]Huiyi Hu, Brendt Wohlberg [c25]Huiyi Hu, Brendt Wohlberg , Rick Chartrand: , Rick Chartrand:
 Task-driven dictionary learning for inpainting. ICASSP 2014: 3543-3547
 [c24]Cesare Alippi, Giacomo Boracchi [c24]Cesare Alippi, Giacomo Boracchi , Brendt Wohlberg , Brendt Wohlberg : :
 Change detection in streams of signals with sparse representations. ICASSP 2014: 5252-5256
 [c23]Brendt Wohlberg [c23]Brendt Wohlberg : :
 Efficient convolutional sparse coding. ICASSP 2014: 7173-7177
 [c22]Paul Rodríguez [c22]Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 Video background modeling under impulse noise. ICIP 2014: 1041-1045
 [c21]Paul Rodríguez [c21]Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 Performance comparison of iterative reweighting methods for total variation regularization. ICIP 2014: 1758-1762
 [c20]Brendt Wohlberg [c20]Brendt Wohlberg : :
 Endogenous convolutional sparse representations for translation invariant image subspace models. ICIP 2014: 2859-2863
 [c19]Paul Rodríguez [c19]Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 A Matlab implementation of a fast incremental principal component pursuit algorithm for Video Background Modeling. ICIP 2014: 3414-3416
 [c18]Giacomo Boracchi [c18]Giacomo Boracchi , Diego Carrera, Brendt Wohlberg , Diego Carrera, Brendt Wohlberg : :
 Novelty detection in images by sparse representations. IES 2014: 47-54
- 2013
 [c17]Singanallur V. Venkatakrishnan, Charles A. Bouman, Brendt Wohlberg [c17]Singanallur V. Venkatakrishnan, Charles A. Bouman, Brendt Wohlberg : :
 Plug-and-Play priors for model based reconstruction. GlobalSIP 2013: 945-948
 [c16]Rick Chartrand, Brendt Wohlberg [c16]Rick Chartrand, Brendt Wohlberg : :
 A nonconvex ADMM algorithm for group sparsity with sparse groups. ICASSP 2013: 6009-6013
 [c15]Paul Rodríguez [c15]Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 Fast principal component pursuit via alternating minimization. ICIP 2013: 69-73
 [c14]James Theiler, Brendt Wohlberg: [c14]James Theiler, Brendt Wohlberg:
 Regression framework for background estimation in remote sensing imagery. WHISPERS 2013: 1-4
- 2012
 [j13]James Theiler, Brendt Wohlberg [j13]James Theiler, Brendt Wohlberg : :
 Local Coregistration Adjustment for Anomalous Change Detection. IEEE Trans. Geosci. Remote. Sens. 50(8): 3107-3116 (2012)
 [c13]Paul Rodríguez [c13]Paul Rodríguez , Renán Rojas, Brendt Wohlberg , Renán Rojas, Brendt Wohlberg : :
 MIxed gaussian-impulse noise image restoration via total variation. ICASSP 2012: 1077-1080
 [c12]Brendt Wohlberg [c12]Brendt Wohlberg , Rick Chartrand , Rick Chartrand , James Theiler: , James Theiler:
 Local principal component pursuit for nonlinear datasets. ICASSP 2012: 3925-3928
 [c11]Paul Rodríguez [c11]Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 A comparison of the computational performance of Iteratively Reweighted Least Squares and alternating minimization algorithms for ℓ1 inverse problems. ICIP 2012: 3069-3072
 [c10]James Theiler, Brendt Wohlberg [c10]James Theiler, Brendt Wohlberg : :
 Detection of spectrally sparse anomalies in hyperspectral imagery. SSIAI 2012: 117-120
- 2011
 [j12]Brendt Wohlberg [j12]Brendt Wohlberg : :
 Inpainting by Joint Optimization of Linear Combinations of Exemplars. IEEE Signal Process. Lett. 18(1): 75-78 (2011)
- 2010
 [j11]James Theiler, Clint Scovel, Brendt Wohlberg [j11]James Theiler, Clint Scovel, Brendt Wohlberg , Bernard R. Foy , Bernard R. Foy : :
 Elliptically Contoured Distributions for Anomalous Change Detection in Hyperspectral Imagery. IEEE Geosci. Remote. Sens. Lett. 7(2): 271-275 (2010)
 [j10]Youzuo Lin, Brendt Wohlberg [j10]Youzuo Lin, Brendt Wohlberg , Hongbin Guo: , Hongbin Guo:
 UPRE method for total variation parameter selection. Signal Process. 90(8): 2546-2551 (2010)
 [c9]Brendt Wohlberg [c9]Brendt Wohlberg , James Theiler: , James Theiler:
 Symmetrized local co-registration optimization for anomalous change detection. Computational Imaging 2010: 753307
 [c8]Rick Chartrand [c8]Rick Chartrand , Brendt Wohlberg , Brendt Wohlberg : :
 Total-variation regularization with bound constraints. ICASSP 2010: 766-769
2000 – 2009
- 2009
 [j9]Paul Rodríguez [j9]Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 Efficient Minimization Method for a Generalized Total Variation Functional. IEEE Trans. Image Process. 18(2): 322-332 (2009)
 [c7]Brendt Wohlberg [c7]Brendt Wohlberg : :
 Inpainting with sparse linear combinations of exemplars. ICASSP 2009: 689-692
 [c6]Brendt Wohlberg [c6]Brendt Wohlberg , Paul Rodríguez , Paul Rodríguez : :
 AN l1-TV algorithm for deconvolution with salt and pepper noise. ICASSP 2009: 1257-1260
 [c5]Paul Rodríguez [c5]Paul Rodríguez , Brendt Wohlberg , Brendt Wohlberg : :
 A generalized vector-valued total variation algorithm. ICIP 2009: 1309-1312
 [c4]Brendt Wohlberg [c4]Brendt Wohlberg , James Theiler: , James Theiler:
 Improved change detection with local co-registration adjustments. WHISPERS 2009: 1-4
- 2008
 [j8]Brendt Wohlberg [j8]Brendt Wohlberg , Christopher M. Brislawn: , Christopher M. Brislawn:
 Symmetric extension for lifted filter banks and obstructions to reversible implementation. Signal Process. 88(1): 131-145 (2008)
- 2007
 [j7]Christopher M. Brislawn, Brendt Wohlberg [j7]Christopher M. Brislawn, Brendt Wohlberg : :
 Gain normalization of lifted filter banks. Signal Process. 87(6): 1281-1287 (2007)
 [j6]Brendt Wohlberg [j6]Brendt Wohlberg , Paul Rodríguez , Paul Rodríguez : :
 An Iteratively Reweighted Norm Algorithm for Minimization of Total Variation Functionals. IEEE Signal Process. Lett. 14(12): 948-951 (2007)
- 2006
 [j5]Brendt Wohlberg [j5]Brendt Wohlberg , Daniel M. Tartakovsky , Daniel M. Tartakovsky , Alberto Guadagnini: , Alberto Guadagnini:
 Subsurface characterization with support vector machines. IEEE Trans. Geosci. Remote. Sens. 44(1): 47-57 (2006)
 [j4]Christopher M. Brislawn, Brendt Wohlberg [j4]Christopher M. Brislawn, Brendt Wohlberg : :
 The polyphase-with-advance representation and linear phase lifting factorizations. IEEE Trans. Signal Process. 54(6-1): 2022-2034 (2006)
- 2003
 [j3]Brendt Wohlberg [j3]Brendt Wohlberg : :
 Noise sensitivity of sparse signal representations: reconstruction error bounds for the inverse problem. IEEE Trans. Signal Process. 51(12): 3053-3060 (2003)
 [c3]Andrew M. Fraser, Nicolas W. Hengartner, Kevin R. Vixie, Brendt E. Wohlberg [c3]Andrew M. Fraser, Nicolas W. Hengartner, Kevin R. Vixie, Brendt E. Wohlberg : :
 Incorporating invariants in Mahalanobis distance based classifiers: application to face recognition. IJCNN 2003: 3118-3123
 [c2]Christopher M. Brislawn, Brendt Wohlberg, Allon G. Percus: [c2]Christopher M. Brislawn, Brendt Wohlberg, Allon G. Percus:
 Resolution scalability for arbitrary wavelet transforms in the JPEG-2000 standard. VCIP 2003: 774-784
 [c1]Brendt Wohlberg, Christopher M. Brislawn: [c1]Brendt Wohlberg, Christopher M. Brislawn:
 Reversible integer-to-integer transforms and symmetric extension of even-length filter banks. VCIP 2003: 1709-1718
1990 – 1999
- 1999
 [j2]Brendt Wohlberg [j2]Brendt Wohlberg , Gerhard de Jager: , Gerhard de Jager:
 A review of the fractal image coding literature. IEEE Trans. Image Process. 8(12): 1716-1729 (1999)
 [j1]Brendt Wohlberg [j1]Brendt Wohlberg , Gerhard de Jager: , Gerhard de Jager:
 A class of multiresolution stochastic models generating self-affine images. IEEE Trans. Signal Process. 47(6): 1739-1742 (1999)
Coauthor Index

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