Home » Recent Publications & 3MT videos

Recent Publications & 3MT videos

Recent Publications

Journal Publications

[2019]

Y. Alaudah, P. Michalowicz, M. Alfarraj, G. AlRegib, “A Machine Learning Benchmark for Facies Classification,” Interpretation, Aug 2019. [PDF] [Code]
M. Alfarraj, and G. AlRegib, “Semi-supervised Sequence Learning for Ealstic Impedance Inversion,” Interpretation, Aug 2019. [Code]
H. Di, M. A. Shafiq, Z. Wang, and G. AlRegib, “Improving seismic fault detection by a super-attribute-based classification,”, Interpretation, Aug 2019.
H. Di, D. Gao, and G. AlRegib, “Developing a Seismic Texture Analysis Network for Automated Seismic Pattern Recognition and Classification,” Geophysical Journal International, 2019.
H. Al-Marzouqi, Y. Hu, and G. AlRegib, “Texture retrieval using periodically extended and adaptive curvelets,” Signal Processing: Image Communication, 2019. [PDF]
H. Di and G. AlRegib, “Semiautomatic fault/fracture interpretation based on seismic geometry analysis”, Geophysical Prospecting, Jan 2019.
D. Temel and G. AlRegib, “Perceptual Image Quality Assessment through Spectral Analysis of Error Representations ,” Signal Processing: Image Communication, Volume 70, 2019, Pages 37-46.
[PDF] [Bib] [Code]

[2018]

C. Ma*, M. Chen*, Z. Kira and G. AlRegib, “TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition,” Signal Prcessing: Image Communication, 2018. (*: equal contribution)
[PDF] [Bib] [Code]
D.Temel, M-H. Chen, and G. AlRegib, “Traffic Sign Detection under Challenging Conditions: A Deeper Look Into Performance Variations and Spectral Characteristics,” IEEE Transactions on Intelligent Transportation Systems, Nov. 2018
D. Temel and G. AlRegib, “Traffic Signs in the Wild: Highlights from the IEEE Video and Image Processing Cup 2017 Student Competition [SP Competitions],” in IEEE Signal Processing Magazine, vol. 35, no. 2, pp. 154-161, March 2018.
[PDF] [Bib] [Dataset]
H. Di and G. AlRegib, “Reflector dip estimates based on seismic waveform curvature/flexure analysis,” Interpretation , 2018
H. Di, M A. Shafiq, and G. AlRegib, 2018, “Multi-attribute k-means clustering for salt boundary delineation from 3D seismic data,”submitted to Geophysical Journal International, 2018.
H. Di, D. Gao, and G. AlRegib, “3D structural-orientation vector guided auto-tracking for weak seismic reflections: A new tool for shale reservoir visualization and interpretation,” Interpretation, 2018.
M. Shafiq, T. Alshawi, Z. Long, and G. AlRegib, “The role of visual saliency in the automation of seismic interpretation,” Geophysical Prospecting, vol. 66, issue S1, pp. 132-143, Mar. 2018.
Z. Long, Y. Alaudah, M.A. Qureshi, Y. Hu, Z. Wang, M. Alfarraj, G. AlRegib, A. Amin, M. Deriche, S. Al-Dharrab, and H. Di, “A comparative study of texture attributes for characterizing subsurface structures in seismic volumes,” Interpretation, 2018.
N. Iqbal, M. Deriche and G. AlRegib, “Blind Curvelet based Denoising of Seismic Surveys in Coherent and Incoherent Noise Environments,” IEEE Access, June 2018.
M. Aabed and G. AlRegib, “PeQASO: Perceptual Quality Assessment of Streamed Videos Using Optical Flow Features,” IEEE Transactions on Broadcasting, 2018.
S. AlGhadban, A. Muqaibel, G. AlRegib, and A. AlShaikhi, “Seeding Undergraduate Research Experience: From Georgia Tech to KFUPM Case Study,” International Journal of Electrical Engineering Education, vol. 5, issue 4, October 2018.
[PDF]
Z. Wang, H. Di, M. A. Shafiq, Y. Alaudah, and G. AlRegib, “Successful Leveraging of Image Processing and Machine Learning in Seismic Structural Interpretation: A Review,” The Leading Edge, 37(6), 451-461.
M. A Shafiq, Z. Long, H. Di, and G. AlRegib, “Attention Models in Perception and Interpretation of Seismic Volumes,” submitted to Geophysics, Feb. 2018.
[Bib]
T. Alshawi, Z. Long and G. AlRegib, “Unsupervised Uncertainty Estimation Using Spatiotemporal Cues in Video Saliency Detection,” the IEEE Transactions on Image Processing, February 2018.
[PDF] [Bib] [Code]
M. Alfarraj, Y. Alaudah, Z. Long, and G. AlRegib, “Multiresolution Analysis and Learning for Computational Seismic Interpretation,” The Leading Edge, 2018.
[PDF] [Code]
Y. Hu, Z. Long, and G. AlRegib, “A High-Speed, Real-Time Vision System for Texture Tracking and Thread Counting,” IEEE Signal Processing Letters, vol. 25, no. 6, pp. 758-762, 2018.
[PDF] [Bib] [Code]
H. Di, M. Alfarraj, and G. AlRegib, “Three-dimensional Curvature Analysis of Seismic Waveforms and its Interpretational Implications”, Geophysical Prospecting, Dec 2018.
Y. Alaudah, M. Alfarraj, and G. AlRegib, “Structure Label Prediction Using Similarity-Based Retrieval and Weakly-Supervised Label Mapping”, Geophysics, January 2018. [PDF]
Y. Hu, Z. Wang, and G. AlRegib, “Texture classification using block intensity and gradient difference (BIGD) descriptor,” submitted to IEEE Transactions on Multimedia, 2018.
G. AlRegib, M. Deriche, Z. Long, H. Di, Z. Wang, Y. Alaudah, M. A. Shafiq, M. Alfarraj, “Subsurface Structure Analysis using Computational Interpretation and Learning”, IEEE Signal Processing Magazine, 35.2 (2018): 82-98.

[2017]

M. A. Shafiq, H. Di, and G. AlRegib, “A Novel Approach for Automated Detection of Listric Faults Within Migrated Seismic Volumes,” Journal of Applied Geophysics, June, 2018.
[Bib]
T. Alshawi, G. AlRegib, “Predicting Self-correlation of Eye-fixation Maps using Optical Flow in Visual Attention Applications,” under review IEEE Transactions on Multimedia, March 2017.
Amin, M. Deriche, M. A. Shafiq, Z. Wang, and G. AlRegib, “Automated salt dome detection using an attribute ranking framework with a dictionary-based classifier,” Interpretation, 5(3), SJ61-SJ79, 2017.
H. Al-Marzouqi and G. AlRegib, “Texture and seismic data retrieval using periodically extended and adaptive curvelets,” submitted to the Pattern Recognition, February 2017.
H. Al-Marzouqi and G. AlRegib, “Curvelet Transform with Learning-based Tiling,” Elsevier Signal Processing: Image Communication Journal, 53 (2017) 24-39, January 2017.
[PDF] [Bib] [Code]
M. Shafiq, T. Alshawi, Z. Long, and G. AlRegib, “The role of visual saliency in the automation of seismic interpretation,” European Association of Geoscientists & Engineers Geophysical Prospecting, pp1-12, Dec 2017.
[PDF] [Bib] [Code]
M. A. Shafiq, Z. Wang, G. AlRegib, A. Amin, and M. Deriche, “A texture-based interpretation workflow with application to delineating salt domes,” Interpretation, 5(3), SJ1-SJ19, 2017.
[PDF] [Bib] [Code]
Z. Wang and G. AlRegib, “Interactive Fault Extraction in 3D Seismic Data Using the Hough Transform and Tracking Vectors”, IEEE Transactions on Computational Imaging, vol.3, no.1, pp.99-109, March 2017.
[PDF] [Poster/Lec] [Bib] [Code]
D. Temel, M. Prabhushankar, and G. AlRegib, “UNIQUE: Unsupervised Image Quality Estimation,” in IEEE Signal Processing Letters, vol.23, no.10, pp.1414-1418, October 2016.
[PDF] [Poster/Lec] [Bib] [Code]
D. Temel and G. AlRegib, “CSV: Image Quality Assessment Based on Color, Structure, and Visual System”, the Signal Processing: Image Communication Journal, vol.48, pp.92-103, October 2016.
[PDF] [Bib] [Code]

Conference Publications

[2019]

M. Chen, Z. Kira, and G. AlRegib, “Temporal Attentive Alignment for Video Domain Adaptation,” IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshop on Learning from Unlabeled Videos, June 2019. [PDF] [Code]
C. Lehman, D. Temel, and G. AlRegib, “Implicit Background Estimation for Semantic Segmentation,” IEEE International Conference on Image Processing, Taipei, Taiwan, September 2019.
[PDF] [Code]
G. Kwon*, M. Prabhushankar*, D. Temel, and G. AlRegib “Distorted Representation Space Characterization Through Backpropagated Gradients,” IEEE International Conference on Image Processing, Taipei, Taiwan, September 2019 (*: equal contribution).
Y. Hu, Z. Long, and G. AlRegib, “Multi-level Texture Encoding and Representation (MuLTER) based on Deep Neural Networks,” IEEE International Conference on Image Processing, Taipei, Taiwan, September 2019.
[PDF]
D. Temel*, J. Lee*, and G. AlRegib, “Object Recognition Under Multifarious Conditions: A Reliability Analysis and A Feature Similarity-Based Performance Estimation,” IEEE International Conference on Image Processing, Taipei, Taiwan, September 2019 (*: equal contribution).
[PDF] [Code]
Y. Alaudah, M. Soliman, and G. AlRegib, “Facies Classification with Weak and Strong Supervision — A Comparative Study,” Expanded Abstracts of the SEG Annual Meeting , San Antonio, TX, Sep. 15-20, 2019.
A. Mustafa, M. Alfarraj, and G. AlRegib, “Estimation of Acoustic Impedance from Seismic Data using Temporal Convolutional Network,” Expanded Abstracts of the SEG Annual Meeting , San Antonio, TX, Sep. 15-20, 2019. [PDF] [Code]
M. Alfarraj and G. AlRegib, “Semi-supervised Learning for Acoustic Impedance Inversion,” Expanded Abstracts of the SEG Annual Meeting , San Antonio, TX, Sep. 15-20, 2019. [PDF] [Code]
C. Ma, Z. Wu, G. AlRegib, C. Xiong, and Z. Kira. “The Regretful Agent: Heuristic-Aided Navigation through Progress Estimation,” In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June, 2019. [PDF][Code]
C. Ma, J. Lu, Z. Wu, G. AlRegib, Z. Kira, R. Socher, and C. Xiong. “Self-monitoring navigation agent via auxiliary progress estimation,” In Proceedings of the International Conference on Learning Representations (ICLR), May, 2019. [PDF][Code]
D. Temel, M. J. Mathew, G. AlRegib, and Y. M. Khalifa, “Automated Pupillary Light Reflex Assessment on a Portable Platform,” International Symposium on Medical Robotics, Atlanta, GA, April 2019.
[PDF]

[2018]

Y. Alaudah, S. Gao, and G. AlRegib, “Learning to Label Seismic Structures with Deconvolution Networks and Weak Labels,” Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018.
[PDF]
M. A. Shafiq, M. Prabhushankar, H. Di, and G. AlRegib, “Towards Understanding Common Features Between Natural and Seismic Images,” Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018.
M. Alfarraj and G. AlRegib . “Petrophysical Property Estimation from Seismic Data Using Recurrent Neural Networks,” Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018.
[PDF]
H. Di, Z. Wang, and G. AlRegib, “Real-time seismic-image interpretation via deconvolutional neural network,” Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018.
H. Di, M. A. Shafiq, and G. AlRegib, “Patch-level MLP classification for improved fault detection,” Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018.
H. Di, Z. Wang, and G. AlRegib, “Why using CNN for seismic interpretation? An investigation,” Expanded Abstracts of the SEG Annual Meeting, Anaheim, CA, Oct. 14-19, 2018.
H. Di, Z. Wang, and G. AlRegib, “Seismic fault detection from post-stack amplitude by convolutional neural networks,” 80th EAGE Conference and Exhibition, 2018.
C. Ma, A. Kadav, I. Melvin, Z. Kira, G. AlRegib, and H. P. Graf, “Attend and Interact: Higher-Order Object Interactions for Video Understanding”, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
[PDF] [Bib]
M. Prabhushankar*, G. Kwon*, D. Temel, and G. AlRegib, “Semantically Interpretable and Controllable Filter Sets,” IEEE International Conference on Image Processing (ICIP), Athens, Greece, Oct. 7-10, 2018. (*: equal Contribution)
[PDF] [Code]
M. Alfarraj, N. Keni, and G. AlRegib, “Property Prediction From Seismic Attributes Using a Boosted Ensemble Machine Learning Scheme,” SBGf/SEG Machine Learning Workshop, Rio De Janeiro, Brazil, 2018.
Y. Alaudah and G. AlRegib, “Weakly-Supervised Subsurface Structure Labeling,” SBGf/SEG Machine Learning Workshop, Rio De Janeiro, Brazil, 2018.
M.A. Shafiq, M. Prabhushankar, H. Di, G. AlRegib, “Bridging Gaps Between Natural and Seismic Image Analysis,” SBGf/SEG Machine Learning Workshop, Rio De Janeiro, Brazil, 2018.
[PDF][Poster/Lec][Code]
M. A. Shafiq, M. Prabushankar, and G. AlRegib, “Leveraging sparse features learned from natural images for seismic understanding,” 80th EAGE conference and Exhibition, Copenhagen, Denmark, 11-14 June, 2018.
[PDF][Poster/Lec][Code]
H. Di, Z. Wang, G. AlRegib, “Deep convolutional neural networks for seismic salt-body delineation”, American Association of Petroleum Geologists (AAPG), Annual Convention and Exhibition (ACE), May 2018.
M. A. Shafiq and M. Prabhushankar and Z. Long and H. Di and G. AlRegib, “Attention Models Based on Sparse Autoencoders for Seismic Interpretation”, accpeted in American Association of Petroleum Geologists (AAPG), Annual Convention and Exhibition (ACE), May 2018.
[PDF][Poster/Lec][Code]
M. A. Shafiq, Z. Long, H. Di, G. AlRegib, M. Deriche, “Fault Detection Using Attention Models Based on Visual Saliency,” IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, Alberta, Canada, 15-20 April, 2018.
[PDF][Poster/Lec][Code]

[2017]

D. Temel, G. Kwon*, M. Prabhushankar*, and G. AlRegib, “CURE-TSR: Challenging unreal and real environments for traffic sign recognition,” Advances in Neural Information Processing Systems (NIPS) Workshop on Machine Learning for Intelligent Transportation Systems, Long Beach, U.S., December 2017, (*: equal contribution).
[PDF] [Poster/Lec] [Bib] [Code]
C. Ma, A. Kadav, I. Melvin, Z. Kira, G. AlRegib, and H. P. Graf, “Grounded Objects and Interactions for Video Captioning”, Advances in Neural Information Processing Systems (NIPS) Workshop on Visually-Grounded Interaction and Language, December, 2017.
[PDF] [Poster/Lec] [Bib]
Z. Wang and G. AlRegib, “Interactive Fault Extraction in 3D Seismic Data Using the Hough Transform and Tracking Vectors”, Presented at IEEE International Conference on Image Processing (ICIP), Beijing, China, Sep. 17-20, 2017. (Conference Presentations for Published Journal Papers: IEEE Transactions on Computational Imaging, vol.3, no.1, pp.99-109, March 2017.)
[PDF] [Poster/Lec] [Bib] [Code]
M.Prabhushankar, D.Temel, and G.AlRegib, “Generating adaptive and robust filter sets using an unsupervised learning framework,” IEEE International Conference on Image Processing (ICIP), Beijing, China, Sep. 17-20, 2017.
[PDF] [Poster/Lec] [Bib][Code]
M. A. Shafiq, Z. Long, T. Alshawi, and G. AlRegib, “Saliency detection for seismic applications using multi-dimensional spectral projections and directional comparisons,” IEEE International Conference on Image Processing (ICIP), Beijing, China, Sep. 17-20, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
H. Di, M. A. Shafiq, and G. AlRegib, 2017, “Seismic fault detection based on multi-attribute support vector machine analysis,” 87th Annual SEG Meeting Extended Abstracts, Houston, Texas, 2017.
[PDF] [Poster/Lec] [Code]
H. Di, M. Alfarraj, and G. AlRegib, 2017, “3D curvature analysis of seismic waveform and its interpretational implications,” 87th Annual SEG Meeting Extended Abstracts, Houston, Texas, 2017.
[PDF] [Poster/Lec] [Code]
H. Di, and G. AlRegib, 2017, “A new method for dip estimation based on seismic waveform curvature/flexure analysis,” 87th Annual SEG Meeting Extended Abstracts, Houston, Texas, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
M. Alfarraj, H. Di, and G. AlRegib, “Multiscale Fusion for Seismic Geometric Attribute Enhancement,” 87th Annual SEG Meeting Extended Abstracts, Houston, Texas, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
Y. Alaudah and G. AlRegib, “A directional coherence attribute for seismic interpretation,” 87th Annual SEG Meeting Extended Abstracts, Houston, Texas, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
Y. Alaudah and G. AlRegib, “A weakly-supervised approach to seismic structure labeling,” 87th Annual SEG Meeting Extended Abstracts, Houston, Texas, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
M. A. Shafiq, Y. Alaudah, H. Di, and G. AlRegib, “Salt dome detection within migrated seismic volumes using phase congruency,” 87th Annual SEG Meeting Extended Abstracts, Houston, Texas, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
H. Di, M. A. Shafiq and G. AlRegib, “Multi-attribute k-means cluster analysis for salt boundary detection,” 79th EAGE conference and Exhibition, Paris, France, 12-15 June, 2017.
[PDF] [Poster/Lec] [Code]
H. Di, G. AlRegib, “Seismic multi-attribute classification for salt boundary detection: A comparison,” 79th EAGE conference and Exhibition, Paris, France, 12-15 June, 2017.
[PDF] [Poster/Lec] [Code]
M. Alfarraj , H Di, and G. AlRegib, “Multiscale Fusion for Improved Instantaneous Attribute Analysis,” 79th EAGE conference and Exhibition, Paris, France, 12-15 June, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
potus
M. Aabed, G. Kwon and G. AlRegib, “Power of Tempospatially Unifed Spectral Density for Perceptual Video Quality Assessment,” IEEE International Conference on Multimedia and Expo (ICME 2017), Hong Kong, July 10-14, 2017.
[PDF] [Poster/Lec] [Code]
M. A. Shafiq, H. Di, and G. AlRegib, “A texture-based approach for automated detection of listric faults,” 79th EAGE conference and Exhibition, Paris, France, 12-15 June, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
M. A. Shafiq, Y. Alaudah, and G. AlRegib, “Salt dome delineation using edge- and texture-based attributes,” 79th EAGE conference and Exhibition, Paris, France, 12-15 June, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
Y. Alaudah,  H. Di, and G. AlRegib, “Weakly Supervised Seismic Structure Labeling via Orthogonal Non-Negative Matrix Factorization”, 79th EAGE conference and Exhibition, Paris, France, 12-15 June, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
Di, H., and G. AlRegib, “Volumetric Fault Imaging based on Seismic Geometry Analysis”, American Association of Petroleum Geologists, Annual Convention and Exhibition (ACE), 2-5 April 2017.
[PDF] [Poster/Lec]
M. A. Shafiq, H. Di, Y. Alaudah, and G. AlRegib, “Interpreter-Assisted Interactive Delineation of Salt Domes using Phase Congruency and Gradient of Texture Attributes,” American Association of Petroleum Geologists, Annual Convention and Exhibition (ACE), 2-5 April 2017.
[PDF] [Poster/Lec] [Bib] [Code]
M. A. Shafiq, Y. Alaudah, G. AlRegib and M. Deriche, “Phase Congruency for Image understanding with applications in Computational Seismic Interpretation,” The 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2017), The Internet of Signals, March 5-9, 2017, New Orleans, USA. [PDF] [Bib] [Poster/Lec] [Code]
M. Prabhushankar, D. Temel and G. AlRegib, “MS-UNIQUE: Multi-model and Sharpness-weighted Unsupervised Image Quality Estimation,” Image Quality and System Performance XIV, part of IS&T Electronic Imaging, San Francisco, CA, Jan. 29 – Feb. 2, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
Y. Hu, Z. Long, G. AlRegib, “Scale Selective Extended Local Binary Pattern for Texture Classification,” IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2017), pp. 1413-1417, 2017.
[PDF] [Poster/Lec] [Bib] [Code]
%d bloggers like this: