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Recent Publications & 3MT videos

Recent Publications

Journal Publications

[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,” accepted in Interpretation, 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.
M. Aabed and G. AlRegib, “PeQASO: Perceptual Quality Assessment of Streamed Videos Using Optical Flow Features,” under review for publication in the IEEE Transaction Circuits and Systems for Video Technology, February 2017.
H. Al-Marzouqi and G. AlRegib, “Curvelet Transform with Learning-based Tiling,” accepted in the Elsevier Signal Processing: Image Communication Journal, January 2017.
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M. Shafiq, T. Alshawi, Z. Long, and G. AlRegib, “The role of visual saliency in the automation of seismic interpretation,” accepted in Geophysical Prospecting, 2017.
M. A. Shafiq, Z. Wang, G. AlRegib, A. Amin, and M. Deriche, “A texture-based interpretation workflow with application to delineating salt domes,” accepted in Interpretation, 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] [Bib]

[2016]

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

[2017]

C. Lehman, M. Halicek, G. AlRegib, “Skin Lesion Classification: A Transformation Based Approach to Convolutional Neural Networks”, submitted to IEEE International Workshop on Machine Learning and Signal Processing (MLSP2017), Tokyo, Japan, September 2017. [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]
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] [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] [Bib]
C. Ma, M. Chen, Z. Kira and G. AlRegib, “TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition,” arXiv preprint arXiv:1703.10667, 2017.
[PDF] [Bib] [Code]
Y. Alaudah and G. AlRegib, “A directional coherence attribute for seismic interpretation,” 87th Annual SEG Meeting Extended Abstracts, Houston, Texas, 2017. [PDF]
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]
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] [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.
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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.
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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]
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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.
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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]
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,” Submitted to 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,” at 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,” submitted to IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP2017), New Orleans, March 2017.
[PDF] [Poster/Lec] [Bib] [Code]

[2016]

M. Alfarraj, Y. Alaudah, and G. AlRegib , “Content-adaptive Non-parametric Texture Similarity Measure,” 2016 IEEE Workshop on Multimedia Signal Processing (MMSP 2016), Montreal, Canada,  Sep. 21-23, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
M. A. Aabed and G. AlRegib, “Perceptual Video Quality Assessment: Spatiotemporal Pooling Strategies for Different Distortions and Visual Maps,” in the Proceedings of the IEEE Workshop on Multimedia Signal Processing (MMSP 2016), Montreal, Canada,  Sep. 21-23, 2016.
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M. A. Aabed and G. AlRegib, “Spatiotemporal Pooling for  Different Distortions and Visual Maps for Perceptual Video Quality Assessment – Technical Report,” Tech. Rep., Multimedia & Sensors Lab,  Georgia Institute of Technology, September 2016.
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A. Lawal, S. Al-Dharrab, M. Deriche, M. A. Shafiq, and G. AlRegib, “Fault detection using seismic attributes and visual saliency,” 86th SEG Annual Meeting, Dallas, Texas, USA, Oct. 16-21, 2016.
[PDF] [Poster/Lec] [Bib]
T. Alshawi, Z. Long, and G. AlRegib, “Understanding Spatial Correlation In Eye-Fixation Maps For Visual Attention In Videos,” IEEE International Conference on Multimedia and Expo (ICME 2016), Seattle, WA, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
D. Temel and G. AlRegib, “BLeSS: Bio-inspired Low-level Spatiochromatic Similarity Assisted Image Quality Assessment,” IEEE International Conference on Multimedia and Expo (ICME 2016), Seattle, WA, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
D. Temel and G. AlRegib, “ReSIFT: Reliability-weighted SIFT-based Image Quality Assessment,” the IEEE International Conference on Image Processing (ICIP 2016), Phoenix, Arizona, USA, Sep. 25-28, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
Y. Hu, Z. Long, G. AlRegib, “Completed Local Derivative Pattern for Rotation Invariant Texture Classification,” IEEE International Conference on Image Processing (ICIP 2016), Phoenix, Arizona, USA, Sep. 25-28, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
Y. Alaudah and G. AlRegib, “Weakly-Supervised Labeling of Seismic Volumes Using Reference Exemplars,” IEEE International Conference on Image Processing (ICIP 2016), Phoenix, Arizona, USA, Sep. 25-28, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
Y. Alaudah and G. AlRegib, “A Generalized Tensor-Based Coherence Attribute,” 78th EAGE Annual Conference & Exhibition, Vienna, Austria, May 30-June 2, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
Y. Alaudah, M. A. Shafiq, and G. AlRegib, “A Hybrid Spatio-Frequency Approach for Delineating Subsurface Structures in Seismic Volumes,” SIAM conference on Imaging Science, New Mexico, USA, May 23-26, 2016.
[Poster/Lec]
M. Shafiq, Y. Alaudah, and G. AlRegib, “A hybrid approach for salt dome delineation within migrated seismic volumes,” 78th EAGE Annual Conference & Exhibition, Vienna, Austria, May 30-June 2, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
M. Shafiq and G. AlRegib, “A noise robust approach for delineating subsurface structures within migrated seismic volumes,” 78th EAGE Annual Conference & Exhibition, Vienna, Austria, May 30-June 2, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
M. Shafiq and G. AlRegib, “Perceptual and non-perceptual dissimilarity measures for salt dome delineation,” 78th EAGE Annual Conference & Exhibition, Vienna, Austria, May 30-June 2, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
M. Shafiq and G. AlRegib, “Interpreter-assisted tracking of subsurface structures within migrated seismic volumes using active contour,” 78th EAGE Annual Conference & Exhibition, Vienna, Austria, May 30-June 2, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
M. Shafiq, T. Alshawi, Z. Long, and G. AlRegib, “The role of visual saliency in seismic interpretation with an application to salt dome delineation,” SIAM conference on Imaging Science, New Mexico, USA, May 23-26, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
H. Pan, D. Temel, and G. AlRegib, “HeartBEAT: Heart Beat Estimation through Adaptive Tracking ,” IEEE Intl. Conf. on Biomedical and Health Informatics, Las Vegas, USA, Feb. 24-27, 2016.
[PDF] [Bib]
Z. Wang, Z. Long, and G. AlRegib, “Tensor-based Subspace Learning for Tracking Salt-dome Boundaries Constrained by Seismic Attributes,” IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, China, Mar. 20-25, 2016.
[PDF] [Poster/Lec] [Bib]
M. Shafiq, T. Alshawi, Z. Long, and G. AlRegib, “SalSi: A New Seismic Attribute For Salt Dome Detection,” IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, China, Mar. 20-25, 2016.
[PDF] [Poster/Lec] [Bib] [Code]
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