Wolfgang Heidrich

Professor of Computer Science and Elecrical & Computer Engineering
KAUST Visual Computing Center

King Abdullah University of Science and Technology, Bldg. 1, Rm 2113, Thuwal, 23955-6900, Saudi Arabia.
Tel: +966.012.808.0250; Fax: +966.012.802.1349, wolfgang.heidrich@kaust.edu.sa

Degrees and Employment History: Diplom Informatiker, University of Erlangen (1995); M.Math (Computer Science), University of Waterloo (1996); PhD (with honours), University of Erlangen (1999); Research Associate, Max-Planck-Institute for Computer Science (1999-2000); Assistant Professor, UBC (2000-2004); Associate Professor, UBC (2004-2010); Dolby Research Chair in Computer Science, UBC (2008-2013); Full Professor, UBC (2010-2018); Director, KAUST Visual Computing Center (2014-2021); Professor of CS and ECE, KAUST (since 2014).

Selected Awards and Distinctions: Optica Fellow (2025); NAI Fellow (2024); ACM SIGGRAPH Computer Graphics Achievement Award (2023); ACM SIGGRAPH Test-of-Time Award (2023); IEEE Fellow (2021); Humboldt Research Award (2014); Eurographics Fellow (2013); Charles A. McDowell Award for Excellence in Research (2011).

Research Interests: my core research interests are in computational imaging and display, an emerging research area within visual computing, which combines methods from computer graphics, machine vision, imaging, inverse methods, optics and perception to develop new sensing and display technologies. Computational imaging is the hardware-software co-design of imaging devices, which aims to optically encode information about the real world in such a way that it can be captured by image sensors. The resulting images represent detailed information such as scene geometry, motion of solids and liquids, multi-spectral information, or high contrast (high dynamic range), which can then be computationally decoded using inverse methods, machine learning, and numerical optimization.

Additional details: Bio, Google Scholar, ORCID: 0000-0002-4227-8508

Recent Publications (Full List):

2020-
M. Souza, Y. Zheng, K. Kang, Y. Mishra, Q. Fu, W. Heidrich:
Latent Space Imaging
CVPR, 2025
Project page
Y. Liu, L. Ou, Q. Fu, H. Amata, W. Heidrich, Y. Peng:
Learned Binocular-Encoding Optics for RGBD Imaging Using Joint Stereo and Focus Cues
CVPR, 2025
S. Kazim, F. Strasser, M. Løvmo, A. Nehrych, S. Moser, M. Ziemczonok, W. Heidrich, I. Ihrke, M. Ritsch-Marte:
Performance Validation of Coded Wavefront Sensing for Quantitative Phase Imaging of Static and Dynamic Specimens Using Digital Holographic Microscopy
International Symposium on Computational Sensing, 2025
A. Dave*, T. Zhang*, A. Young, R. Raskar, W. Heidrich, A. Veeraraghavan:
NeST: Neural Stress Tensor Tomography by Leveraging 3D Photoelasticity
ACM Transactions on Graphics, 2025
X. Yang, M. Souza, K. Wang, P. Chakravarthula, Q. Fu, W. Heidrich:
End-to-End Hybrid Refractive-Diffractive Lens Design with Differentiable Ray-Wave Model
SIGGRAPH Asia, 2024
Project page
N. Mulun*, H. A. Jimenez Romero*, X. Yang, J. Klein, D. Michels, W. Heidrich:
End-to-end Optimization of Fluidic Lenses
SIGGRAPH Asia, 2024
Project page
X. Mei, Y. Li, Q. Fu, W. Heidrich:
Progressive Self-Supervised Learning for CASSI Computational Spectral Cameras
TEEE Transactions on Computational Imaging, 2024
Project page
H. Amata, Q. Fu, W. Heidrich:
Comparative Performance Analysis of Multi-level Diffractive Lens and Lens Fabricated by Grayscale Lithography and Soft-imprinting
Optica Imaging Congress (Imaging Systems and Applications), 2024
Project page
M. Sun, K. Wang, Y. N. Mishra, S. Qiu, W. Heidrich:
Dynamic Fourier Ptychography via Space-Time Optimization
Optica Imaging Congress (Computational Optical Sensing and Imaging), 2024
Project page
J. Romero, W. Heidrich, N. Luiken, M. Ravasi:
Seismic Reservoir Characterization With Implicit Neural Representations
Journal of Geophysical Research - Machine Learning and Computation, 2024
Project page
M. Sun, K. Wang, Y. N. Mishra, S. Qiu, W. Heidrich:
Space-time Fourier ptychography for in vivo quantitative phase imaging
Optica, 2024
Project page
X. Yang, Q. Fu, W. Heidrich:
Curriculum Learning for ab initio Deep Learned Refractive Optics
Nature Communications, 2024
Project page
Z. Shi, I. Chugunov, M. Bijelic, G. Côté, J. Yeom, Q. Fu, H. Amata, W. Heidrich, F. Heide:
Split-Aperture 2-in-1 Computational Cameras
ACM Trans. Graphics (Proc. SIGGRAPH), 2024
E. Tseng, G. Kuo, S.-H. Baek, N. Matsuda, A. Maimone, F. Schiffers, P. Chakravarthula, Q. Fu, W. Heidrich, D. Lanman, F. Heide:
Neural étendue expander for ultra-wide-angle high-fidelity holographic display
Nature Communications, 2024
Project page
Y. Zheng, Q. Fu, H. Amata, P. Chakravarthula, F. Heide, W. Heidrich:
Hexagonal diffractive optical elements
Optics Express, 2023
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H. Amata, Q. Fu, W. Heidrich:
Additive fabrication of SiO2-based micro-optics with lag-free depth and reduced roughness
Optics Express, 2023
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Y. Wang, R. Idoughi, W. Heidrich:
Learning Adaptive Tensorial Density Fields for Clean Cryo-EM Reconstruction
NeurIPS, 2023
Project page
Y. Wang, R. Idoughi, D. Rückert, R. Li, W. Heidrich:
Adaptive Differentiable Grids for Cryo-Electron Tomography Reconstruction and Denoising
Bioinformatics Advances, 2023
Project page
M. Souza, W. Heidrich:
MetaISP – Exploiting Global Scene Structure for Accurate Multi-Device Color Rendition
Vision, Modeling, and Visualization (VMV), 2023
Project page
N. Chen, C. Wang, W. Heidrich:
∂H: Differentiable Holography
Laser & Photonics Reviews, 2023
H. Amata, Q. Fu, W. Heidrich:
Additive diffractive optical elements fabrication by PECVD deposition of SiO2 and lift-off process
Proc. SPIE 12624, Digital Optical Technologies, 2023
Project page
M. Qi, W. Heidrich:
Scattering-aware Holographic PIV with Physics-based Motion Priors
ICCP, 2023
Project page
X. Yang, Q. Fu, M. Elhoseiny, W. Heidrich:
Aberration-Aware Depth-from-Focus
ICCP & IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Project page
S. Qiu, H. Amata, W. Heidrich:
MoiréTag: Angular Measurement and Tracking with a Passive Marker
SIGGRAPH, 2023
Project page
J. Zhang, X. Dun, J. Zhu, Z. Zhang, C. Feng, Z. Wang, W. Heidrich, X. Cheng:
Large Numerical Aperture Metalens with High Modulation Transfer Function
ACS Photonics, 2023
Y. Li, Q. Fu, W. Heidrich:
Extended Depth-of-Field Projector using Learned Diffractive Optics
IEEE VR, 2023
Project page
J. Li, Y. Li, C. Wang, X. Ye, W. Heidrich:
BUSIFusion: Blind Unsupervised Single Image Fusion of Hyperspectral and RGB Images
IEEE Transactions on Computational Imaging, 2023
J. Rey Ramirez, P. Rautek, C. Bohak, O. Strnad, Z. Zhang, S. Li, I. Viola, W. Heidrich:
GPU Accelerated 3D Tomographic Reconstruction and Visualization from Noisy Electron Microscopy Tilt-Series
IEEE Transactions on Visualization and Computer Graphics, 2022
Project page
Q. Fu, D. Yan, W. Heidrich:
Diffractive lensless imaging with optimized Voronoi-Fresnel phase
Optics Express, 2022
Project page
C. Wang, N. Chen, W. Heidrich:
dO: A differentiable engine for Deep Lens design of computational imaging systems
IEEE Transactions on Computational Imaging, 2022
Project page
N. Chen, C. Wang, W. Heidrich:
HTRSD: Hybrid Taylor Rayleigh-Sommerfeld diffraction
Optics Express, 2022
Project page
R. Li, D. Rückert, Y. Wang, R. Idoughi, W. Heidrich:
Neural Adaptive Scene Tracing (NAScenT)
VMV, 2022
Project page
G. Qian*, Y. Wang*, J. Gu, C. Dong, W. Heidrich, B. Ghanem,, J. Ren:
Rethinking Learning-based Demosaicing, Denoising, and Super-Resolution Pipeline
ICCP, 2022
Y. Wang, R. Idoughi, W. Heidrich:
Joint Motion-Correction and Reconstruction in Cryo-EM Tomography
ICIP, 2022
Project page
D. Rückert, Y. Wang, R. Li, R. Idoughi, W. Heidrich:
NeAT-Neural Adaptive Tomography
ACM Transactions on Graphics (Proc. SIGGRAPH), 2022
Project page
Z. Shi, Y. Bahat, S.-H. Baek, Q. Fu, H. Amata, X. Li, P. Chakravarthula, W. Heidrich, F. Heide:
Seeing Through Obstructions With Diffractive Cloaking
ACM Transactions on Graphics (Proc. SIGGRAPH), 2022
X. Yang, Q. Fu, W. Heidrich:
Automatic Lens Design based on Differentiable Ray-tracing
OSA Imaging and Applid Optics Congress - Computational Optical Sensing and Imaging, 2022
Project page
Y. Bokhari, A. Alhareeri, A. Aljouie, A. Alkhaldi, M. Rasheed, M. Alawwad, R. Alhassnan, S. Saad Samargandy, A. Panahi, W. Heidrich, T. Arodz:
ChromoEnhancer: An artificial intelligence-based tool to enhance neoplastic karyograms as an aid for effective analysis
Cells, 2022
N. Chen, C. Wang, W. Heidrich:
Compact Computational Holographic Display (Invited Article)
Frontiers in Photonics, 2022
Project page
Q. Fu, H. Amata, W. Heidrich:
Etch-free additive lithographic fabrication methods for reflective and transmissive micro-optics
Optics Express, 2021
Project page
K. AbuJbara*, R. Idoughi*, W. Heidrich:
Non-Linear Anisotropic Diffusion for Memory-Efficient Computed Tomography Super-Resolution Reconstruction
3DV, 2021
Project page
(oral paper)
M. Qi, C. Wang, W. Heidrich:
Coded Wavefront Sensor and Non-iterative Learning-based Reconstruction
OSA Imaging Congress - COSI, 2021
C. Wang, N. Chen, W. Heidrich:
Towards self-calibrated lens metrology by differentiable refractive deflectometry
Optics Express, 2021
Project page
N. Chen, C. Wang, W. Heidrich:
Space-time optical imaging framework - Holographic particle tracking velocimetry
OSA Imaging Congress - Digital Holography & 3D Imaging, 2021
Project page
C. Wang, N. Chen, W. Heidrich:
Lens design optimization by back-propagation
OSA Optical Design and Fabrication Congress - IODC, 2021
(Best Student Paper Award)
J. Xiong, W. Heidrich:
In-the-Wild Single Camera 3D Reconstruction Through Moving Water Surfaces
ICCV, 2021
Project page
(oral paper)
G. Zang, R. Idoughi, R. Li, P. Wonka, W. Heidrich:
IntraTomo: Self-supervised Learning-based Tomography via Sinogram Synthesis and Prediction
ICCV, 2021
Project page
Y. Li, Q. Fu, W. Heidrich:
Multispectral illumination estimation using deep unrolling network
ICCV, 2021
Project page
S.-H. Baek, H. Ikoma, D. Jeon, Y. Li, W. Heidrich, G. Wetzstein, M. H. Kim:
Single-shot Hyperspectral-Depth Imaging with Learned Diffractive Optics
ICCV, 2021
Q. Sun, C. Wang, Q. Fu, X. Dun, W. Heidrich:
End-to-End Complex Lens Design with Differentiable Ray-Tracing
ACM Transactions on Graphics (Proc. SIGGRAPH), 2021
Project page
N. Chen*, C. Wang*, W. Heidrich:
Snapshot space-time holographic three-dimensional particle tracking velocimetry
Laser and Photonics Reviews, 2021
Project page
J. Xiong*, J. Wang*, W. Heidrich, S. Nayar:
Seeing in Extra Darkness Using a Deep-Red Flash
CVPR, 2021
Project page
(oral paper)
I. Chugunov, S.-H. Baek, Q. Fu, W. Heidrich, F. Heide:
Mask-ToF: Learning Microlens Masks for Flying Pixel Correction in Time-of-Flight Imaging
CVPR, 2021
S. Qiu, Q. Fu, C. Wang, W. Heidrich:
Linear Polarization Demosaicking for Monochrome and Color Polarization Focal Plane Arrays
Computer Graphics Forum, 2021
Project page
N. Chen, C. Wang, W. Heidrich:
Holographic 3D particle imaging with model-based network
IEEE Transactions on Computational Imaging, 2021
Project page
N. Chen*, Y. Li*, W. Heidrich:
Physics-based HoloNet for three-dimensional imaging
3D Image Acquisition and Display - Technology, Perception and Applications, 2020
Project page
C. Marois, B. Gerard, O. Lardière, A. Anthony, C. Bradley, J. Dunn, Q. Fu, T. Hardy, W. Heidrich, G. Herriot, E. Nielsen, S. Sivanandam, D. Sivransky, S. Thibault, W. Thompson, J.-P. Véran:
Upgrading the Gemini Planet Imager calibration unit with a photon counting focal plane wavefront sensor
SPIE Proceedings Volume 11448, Adaptive Optics Systems VII, 2020
J. Xiong, A. Aguirre-Pablo, R. Idoughi, S. T. Thoroddsen, W. Heidrich:
RainbowPIV with improved depth resolution — design and comparative study with TomoPIV
Measurement Science and Technology, 2020
Project page
Y. Wang, R. Idoughi, W. Heidrich:
Stereo Event-based Particle Tracking Velocimetry for 3D Fluid Flow Reconstruction
ECCV, 2020
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R. Li*, S. Qiu*, G. Zang, W. Heidrich:
Reflection Separation via Multi-bounce Polarization State Tracing
ECCV, 2020
Project page
Q. Sun, E. Tseng, Q. Fu, W. Heidrich, F. Heide:
Learning Rank-1 Diffractive Optics for Single-shot High Dynamic Range Imaging
CVPR, 2020
Project page
(oral paper)
Y. Li, M. Qi, R. Gulve, M. Wei, R. Genov, K. Kutulakos, W. Heidrich:
End-to-End Video Compressive Sensing Using Anderson-Accelerated Unrolled Networks
ICCP, 2020
Project page
G. Zang, R. Idoughi, C. Wang, A. Bennett, J. Du, S. Skeen, W. Roberts, P. Wonka, W. Heidrich:
TomoFluid: Reconstructing Dynamic Fluid from Sparse View Videos
CVPR, 2020
Project page
J. Du*, G. Zang*, B. Mohan, R. Idoughi, J. Sim, T. Fang, P. Wonka, W. Heidrich, W. Roberts:
Study of Spray Structure from Non-flash to Flash Boiling Conditions with Space-time Tomography
Proceedings of the Combustion Institute, 2020
Project page
C. Wang, Q. Fu, X. Dun, W. Heidrich:
Modeling Classical Wavefront Sensors
Optics Express, 2020
Project page
Q. Sun, J. Zang, X. Dun, B. Ghanem, Y. Peng, W. Heidrich:
End-to-End Learned, Optically Coded Super-resolution SPAD Camera
ACM Transactions on Graphics, 2020
Project page
I. Alsolami, W. Heidrich:
Imaging with SPADs and DMDs: Seeing through Diffraction-Photons
IEEE Transactions on Image Processing, 2020