2011
- Ahmed Othman* and Hamid Tizhoosh
Neural Image Thresholding with SIFT-Controlled Gabor Feature
Proceedings of The 2011 International Joint Conference on Neural Networks (IJCNN), San Jose, USA, 2011, ISSN:2161-4393, pp. 2106 – 2112 - Ahmed Othman* and Hamid Tizhoosh
Evolving Fuzzy Image Segmentation
Proceedings of IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2011, ISSN: 1098-7584, pp. 1603 – 1609 - Farzad Khalvati** and Hamid R. Tizhoosh
Perfect Window Memoization: A Theoretical Model of an Optimization Technique for Image Processing Algorithms
Proceedings of The 2011 International Conference on Image Processing, Computer Vision, & Pattern Recognition (IPCV’11: July 18-21, 2011, USA) - Fares S. Al-Qunaieer*, Hamid R. Tizhoosh
Multi-resolution Level Set Image Segmentation Using Wavelet
Proceedings of ICIP 2011, International Conference on Image Processing - Farzad Khalvati**, Hamid Tizhoosh
Cascaded Window Memoization for Medical Imaging
Proceedings of AIAI2011 - Ahmed Othman*, Hamid Tizhoosh
Segmentation of Breast Ultrasound Images using Neural Networks
Proceedings of EANN2011
2010
- Ahmed Othman*, Hamid Tizhoosh,
Neural Image Thresholding Using SIFT: A Comparative Study. ACIVS 2010, Part I, LNCS 6474, pp. 38–49, 2010. Springer-Verlag Berlin Heidelberg 2010. - Ahmed Othman*, Hamid Tizhoosh
A Neural Approach to Image Thresholding. ICANN, Part I, LNCS 6352, pp. 561–564, 2010. - Ahmed Othman*, Hamid Tizhoosh
Image Thresholding Using Neural Network, 2010 10th International Conference on Intelligent Systems Design and Applications, pp 1159-1164. - Al-Qunaieer*, F.S.; Tizhoosh, H.R.; Rahnamayan, S.
“Oppositional fuzzy image thresholding,” IEEE International Conference on Fuzzy Systems (FUZZ), pp.1-7, 18-23 July 2010 - Al-Qunaieer*, F.S.; Tizhoosh, H.R.; Rahnamayan, S.
“Opposition based computing — A survey,” The 2010 International Joint Conference on Neural Networks (IJCNN), pp.1-7, 18-23 July 2010 - Banerjee and Hamid R. Tizhoosh
Visualization of Hidden Structures in Corporate Failure Prediction Using Opposite Pheromone per Node Model. , IEEE CEC 2010, pp. 1-5
2009
- Hamid R. Tizhoosh
Adaptive Lambda-Enhancement: Type I versus Type II Fuzzy Implementation
IEEE Symposium on Computational Intelligence for Image Processing, 2009. CIIP ’09. pp. 1-7, Nashville, TN, Print ISBN: 978-1-4244-2760-4 - Farzad Khalvati*, Hamid R. Tizhoosh,
An Efficient Architecture for Hardware Implementations of Image Processing Algorithms
IEEE Symposium on Computational Intelligence for Image Processing, 2009. CIIP ’09. pp. 20-26, Nashville, TN, Print ISBN: 978-1-4244-2760-4 - Mario Ventresca*, Hamid R. Tizhoosh,
Improving Gradient-Based Learning Algorithms for Large Scale Feedforward Networks
International Joint Conference on Neural Networks. IJCNN 2009, page(s): 3212 – 3219 - Hamid R. Tizhoosh
Opposite Fuzzy Sets with Applications in Image Processing. IFSA/EUSFLAT Conf. 2009, pp 36-41 - Miguel Pagola, Edurne Barrenechea Tartas, Aranzazu Jurio, Mikel Galar, Pedro Couto, Farhang Sahba*, Hamid R. Tizhoosh
Interval-Valued Fuzzy System for Segmentation of Prostate Ultrasound Images. IFSA/EUSFLAT Conf. 2009, pp. 1164-1168 - Farzad Khalvati**, Hamid R. Tizhoosh, Arsen R. Hajian
Increasing Computational Redundancy of Digital Images via Multiresolutional Matching. ICIAR 2009: 146-157 - H.R.Tizhoosh, F.Sahba*
“Quasi-Global Oppositional Fuzzy Thresholding”, FUZZ-IEE 2009, pp. 1346 – 1351
2008
- S. Rahnamayan*, H.R. Tizhoosh
Image Thresholding Using Micro Opposition- Based Differential Evolution (Micro-ODE)
IEEE World Congress on Computational Intelligence (WCCI-2008), Hong Kong, June 2008, pp. 1409-1416. - M. Ventresca*, H. R. Tizhoosh
Numerical Condition of Feedforward Networks with Opposite Transfer Functions
Int. Joint Conference on Neural Networks (IJCNN), pp:3232-3239, Hong Kong, 2008. - Shokri*, Maryam, Tizhoosh, Hamid R., Kamel, Mohamed S.
Tradeoff between exploration and exploitation of OQ(lambda) with non-Markovian update in dynamic environments
IEEE Int. Joint Conference on Neural Networks, 2008, Hong Kong, pp. 2915-2921. - Houshmand*, K., Tizhoosh, H.R.
Filtering and fusion of THz images for defect detection in composite materials
IEEE International Conference on Fuzzy Systems, 2008, Hong Kong, pp.1301-1305. - Hamid R. Tizhoosh
Adaptive Lambda-Enhancement: Type I versus Type II Fuzzy Implementation
To be published in proceedings of IEEE Symposium Series on Computational Intelligence, April 2009, Nashville, USA - Kaveh Houshmand*, Hamid R. Tizhoosh
Increasing Segmentation Accuracy In Ultrasound Imaging Using Filtering and Snakes
Canadian Conference on Electrical and Computer Engineering, CCECE 2008, Symposium on Biomedical Engineering, Niagara Falls, Canada, pp. 001333– 01336 - Humberto Bustince, Gerardo Artola, Miguel Pagola, Edurne Barrenechea, Hamid Tizhoosh, Sistema neuro-difuso intervalo-valorado aplicado a la segmentaci on de im agenes de ultrasonidos, XIV Congreso Español sobre Tecnologías y Lógica fuzzy, pp. 307-313, 2008
- Humberto Bustince, Miguel Pagola, Edurne Barrenechea, Hamid Tizhoosh
Segmentaci on de im agenes de ultrasonidos de prostata
XIV Congreso Español sobre Tecnologías y Lógica fuzzy, pp. 563-569, 2008
2007
- Farzad Khalvati*, Mark D. Aagaard, Hamid R. Tizhoosh
Accelerating Image Processing Algorithms Based on the Reuse of Spatial Patterns
IEEE Canadian conference (CCECE07) in Vancouver , 2007 - Shahryar Rahnamayan*, Hamid R. Tizhoosh and Magdy M.A. Salama
Quasi-Oppositional Differential Evolution
The 2007 IEEE Congress on Evolutionary Computation, Singapore - Xianghai Wu*, Jonatahn Kofman, H.Tizhoosh
Active Exploration-based Q-Learning for Large Problems
The 2007 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2007) - Farhang Sahba*, Hamid R. Tizhoosh and Magdy M.A. Salama
Application of Opposition-Based Reinforcement Learning in Image Segmentation
To be published in proceedings of IEEE Symposium on Approximate Dynamic Programming and Reinforcement Learning (ADPRL 2007), Hawaii, April 1-5, 2007 - Farzad Khalvati, * Hamid R. Tizhoosh and Mark D. Aagaard
Opposition-Based Window Memoization for Morphological Algorithms
To be published in proceedings of IEEE Symposium on Computational Intelligence in Image and Signal Processing (CIISP 2007), Hawaii, April 1-5, 2007 - Hamid R. Tizhoosh and Alice R. Malisia*
Applying Opposition-Based Ideas to the Ant Colony System
IEEE Swarm Intelligence Symposium (SIS2007), Hawaii, April 1-5, 2007 - Mario Ventresca* and Hamid Tizhoosh
Simulated Annealing with Opposite Neighbors
To be published in proceedings of IEEE Symposium on Foundations of Computational Intelligence (FOCI’07), Hawaii, April 1-5, 2007, pp. 186-192. - Mario Ventresca* and Hamid Tizhoosh
Opposite Transfer Functions and Backpropagation Through Time
To be published in proceedings of IEEE Symposium on Foundations of Computational Intelligence (FOCI’07), Hawaii, April 1-5, 2007, pp. 570-577. - Hamid R. Tizhoosh, Masoud Mahootchi* and K. Ponnambalam
Opposition-Based Reinforcement Learning in the Management of Water Resources
To be published in proceedings of IEEE Symposium on Approximate Dynamic Programming and Reinforcement Learning (ADPRL 2007), Hawaii, April 1-5, 2007 - Shahryar Rahnamayan*, Hamid R. Tizhoosh and Magdy M.A. Salama
Opposition-Based Differential Evolution (ODE) With Variable Jumping Rate
To be published in proceedings of IEEE Symposium on Foundations of Computational Intelligence (FOCI’07), Hawaii, April 1-5, 2007 - Hamid R. Tizhoosh, Maryam Shokri* and Mohamed S. Kamel
Opposition-Based Q(lambda) with Non-Markovian Update
To be published in proceedings of IEEE Symposium on Approximate Dynamic Programming and Reinforcement Learning (ADPRL 2007), Hawaii, April 1-5, 2007
2006
- S. Rahnamayan*, H.R. Tizhoosh, M.M.A. Salama
Weighted Voting-Based Robust Image Thresholding
Proceedings of the 13the IEEE International Conference on Image Processing (ICIP-2006), Atlanta, GA, USA, Oct. 2006, pp. 1129-1132. - F.Sahba*, H.R.Tizhoosh, M.Salama
Increasing Object recognition Rate Using Reinforced Segmentation
Proceedings of the 13the IEEE International Conference on Image Processing (ICIP-2006), Atlanta, GA, USA, Oct. 2006, pp. 781-784 - E. Mohammadi*, H.R.Tizhoosh
IRIS SEGMENTATION: DETECTING PUPIL, LIMBUS AND EYELIDS
Proceedings of the 13the IEEE International Conference on Image Processing (ICIP-2006), Atlanta, GA, USA, Oct. 2006, pp. 2453-2456 - A.Malisia*, H.R.Tizhoosh
Image Thresholding Using Ant Colony Optimization
Proceedings of the 13the IEEE International Conference on Image Processing (ICIP-2006), Atlanta, GA, USA, Oct. 2006, pp. 2409-2412 - S. Rahnamayan*, H.R. Tizhoosh, M.M.A. Salama
Image Thresholding Using Differential Evolution
Proceedings of International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV-2006), Las Vegas, USA, June 2006, pp. 244-249. - Shokri*, M., Tizhoosh, H.R., Kamel, M.
Opposition-Based Q(lambda) Algorithm
Proceedings of IEEE International Joint Conference on Neural Networks part of IEEE World Congress on Computational Intelligence, Vancouver, Canada, pp. 646–653, 2006. - Ventresca*, M., Tizhoosh, H.R.
Improving the Convergence of Backpropagation by Opposite Transfer Functions
Proceedings of IEEE International Joint Conference on Neural Networks part of IEEE World Congress on Computational Intelligence, Vancouver, pp. 9527–9534, 2006. - Sahba*, F., Tizhoosh, H.R., Salama, M.M.A.
A Reinforcement Learning Framework for Medical Image Segmentation
Proceedings of IEEE International Joint Conference on Neural Networks part of IEEE World Congress on Computational Intelligence, Vancouver, pp. 1238–1244, 2006. - Rahnamayan*, S., Tizhoosh, H.R., Salama, M.M.A.
Opposition-Based Differential Evolution Algorithms
Proceedings of IEEE Congress on Evolutionary Computation part of IEEE World Congress on Computational Intelligence, Vancouver, Canada, pp. 7363–7370, 2006. - Rahnamayan*, S., Tizhoosh, H.R., Salama, M.M.A.
Opposition-Based Differential Evolution for Optimization of Noisy Problems
Proceedings of IEEE Congress on Evolutionary Computation part of IEEE World Congress on Computational Intelligence, Vancouver, pp. 6756–6763, 2006. - M.Mahhotchi*, H.R.Tizhoosh, Ponnuambalam
Reservoir Operation Optimization by Reinforcement Learning, in “Contemporary Modeling of Urban Water Systems” proceedings of International Conference on Stormwater and Urban Water Systems Modeling - M.Shokri*, H.R.Tizhoosh, M.Kamel
Reinforcement Learning for Personalizing Searched Images
I2LOR 2006 conference, Montreal, November 2006 - Alice R. Malisia*, Hamid R. Tizhoosh
IMAGE THRESHOLDING USING ANT COLONY OPTIMIZATION
Third Canadian Conference on Computer and Robot Vision, June 7th-9th at Québec city. - S. Rahnamayan*, H.R. Tizhoosh, M.M.A Salama
Opposite of Random Number Instead of Second Random Number
The 6th Annual MOPTA Conference, Modeling and Optimization: Theory and Applications, University of Waterloo, Waterloo, Canada, Jul. 2006.
2005
- N. Mooman*, H.R. Tizhoosh, O. Basir
On-line Multi-Agents Reinforcement Learning System: Learning Model System, ICDE 22 - H.R.Tizhoosh
Opposition-Based Learning: A New Scheme for Machine Intelligence
Proceedings of International Conference on Computational Intelligence for Modelling Control and Automation – CIMCA’2005, Vienna – Austria, vol. I, pp. 695-701 - H.R.Tizhoosh
Reinforcement Learning Based on Actions and Opposite Actions
ICGST International Conference on Artificial Intelligence and Machine Learning (AIML-05), Cairo, Egypt - S. Rahnamayan*, H.R. Tizhoosh, M.M.A. Salama
Recognition of Subjective Objects Based on One Gold Sample
5th WSEAS International Conference on Signal, Speech and Image Processing (WSEAS SSIP’05), pp. 309-314 - S. Rahnamayan*, H.R. Tizhoosh, M.M.A. Salama
Robust Object Segmentation Using Genetic Optimization of Morphological Processing Chains. 5th WSEAS International Conference on Signal, Speech and Image Processing (WSEAS SSIP’05), pp. 248-253 - S. Rahnamayan*, H.R. Tizhoosh, M.M.A. Salama
Optimization of Object Extraction Based on One User-Prepared Sample
5th Annual MOPTA, Conference Modeling and Optimization: Theory and Applications July 25-27, 2005 -University of Windsor, Windsor ON Canada - Mohammadi*, E.M., Tizhoosh, H.R.
Pattern Analysis Using Zernike Moments IEEE Instrumentation and Measurement Technology Conference, Ottawa, Canada, pp. 1574-1578, 17-19 MAY 2005 - Ensafi*, P., Tizhoosh, H.R.
Type-2 Fuzzy image enhancement
International Conference on Image Analysis and Recognition- ICIAR2005, Springer Lecture Notes in Computer Science series (Springer LCNS), Toronto, Sep. 28-30 (2005) - Rahnamayan*, S., Tizhoosh, H.R., Salama, M.M.A.
Learning Image Filtering from a Gold Sample Based on Genetic Optimization of Morphological Processing
Proc. of 7th Int. Conf. on Adaptive and Natural Computing Algorithms, Springer-Verlag (Vienna), Coimbra, Portugal (2005), pp. 478-481 - Rahnamayan*, S., Tizhoosh, H.R., Salama, M.M.A.
Automated Snake Initialization for the Segmentation of the Prostate in Ultrasound Images. International Conference on Image Analysis and Recognition- ICIAR2005, Springer Lecture Notes in Computer Science series (Springer LCNS), Toronto, Canada, Sep. 28-30 (2005), pp. 930-937 - Sahba*, F., Tizhoosh, H.R., Salama, M.M.A.
Using Reinforcement Learning for Filter Fusion in Image Enhancement
The Fourth IASTED International Conference on Computational Intelligence, July 4-6, 2005, Calgary, Alberta, Canada. - Sahba*, F., Tizhoosh, H.R., Salama, M.M.A.
Segmentation of Prostate Boundaries Using Regional Contrast Enhancement
The IEEE International Conference on Image Processing (ICIP), September 11-14, 2005, Genova, Italy.
2004
- Shokri*, M., Tizhoosh, H.R.
Q(lambda)-Based Image Thresholding
Canadian Conference on Computer and Robot Vision, 2004, pp. 504-508 - Sahba*, F., Tizhoosh, H.R., Salama, M.M.A.
A new technique for adaptive fuzzy image enhancement for edge detection
The International Workshop om Multidisciplinary Image, Video and Audio Retrieval andMining, Sherbrooke, Canada, October 25-26, 2004
2003
- Awad, J., Abdel-Galil, T.K., Salama, M.M.A., Fenster, A., Rizkalla, K., Downey, D.B., and Tizhoosh, H.R.
Prostate’s Boundary Detection in Transrectal Ultrasound Images Using Scanning Technique. IEEE Canadian Conference on Electrical and Computer Engineering (CCECE 2003), vol. 2, May 2003, pp. 11991202. - Shokri*, M., Tizhoosh, H.R.
Using Reinforcement Learning for Image Thresholding
The Canadian Conference on Electrical and Computer Engineering (CCECE), May 4-7, 2003, Montreal, vol.1, pp. 1231-1234 - Sahba*, F., Tizhoosh, H.R.
Filter Fusion for Image Enhancement Using Reinforcement Learning
The Canadian Conference on Electrical and Computer Engineering (CCECE), May 4-7, vol. 2, 2003, Montreal, pp. 847-850 - Song*, J., Tizhoosh, H.R.
Fuzzy Anisotropic Diffusion: A Rule Based Approach
Proceedings of the 7thWorld Multiconference on Systemics, Cyebernetics and Informatics, July 27-30, 2003, Orlando, USA, pp. 241-246 - Seong* H.K., Tizhoosh, H.R., Kamel, M.
Choquet Integral-based Aggregation of Image Template Matching Algorithms
NAFIPS 2003, July 24-26, 2003, Chicago, pp. 143-148.
2002
- Tizhoosh, H.R.
Fast Fuzzy Edge Detection
NAFIPS 2002, North American Fuzzy Information Processing Society, New Orleans, pp. 239-242 - Tizhoosh, H.R.
Observer-Dependent Sharpening
ICIP 2002, IEEE International Conference on Image Processing, Rochester, USA
2001
- Tizhoosh, H.R.
Observer-Dependent Image Enhancement. Proceeding of FUZZ-IEEE 2001, Melbourne, Australia, pp. 23-26
1999
- Tizhoosh, H.R., Michaelis, B.
Image Enhancement Based on Fuzzy Aggregation techniques. Oroceedings of 16th IEEE IMTC’99, Venice, Italy, vol. 3, pp. 1813-1817 - Tizhoosh, H.R.
An Universal Filter Based on Soft Computing Techniques
Proc. Of 4th Int. Workshop Neural Networks in Applications (NN’99), Magdeburg, Germany, 1999, pp. 219-224 - Tizhoosh, H.R., Michaelis, B.
Subjectivity, Psychology and Fuzzy Techniques: A New Approach to Image Enhancement. NAFIPS’99, New York, USA
1998
- Tizhoosh, H.R., Krell, G., Michaelis, B.
Lambda-Enhancement: Contrast adaptation based on Optimization of Image Fuzziness. FUZZ-IEEE’98, pp. 1548-1553, Alaska, USA - Tizhoosh, H.R., Michaelis, B.
Improvement of Image Quality Based on Subjective Evaluation and Fuzzy Aggregation techniques. EUFIT’98, Aachen, Germany, 1998, vol. 2, pp. 1325-1329 - Tizhoosh, H.R.
Fuzzy Image Processing: Potentials and State of the Art
IIZUKA’98, 5th International Conference on Soft Computing, Iizuka, Japan, October 16-20, 1998, vol. 1, pp. 321-324 - Tizhoosh, H.R. Krell, G., Michaelis, B.
A Hybrid Neuro Fuzzy System for Knowledge-Based Restoration of Electronic Portal Images in Radiation Therapy
IIZUKA’98, 5th International Conference on Soft Computing, Iizuka, Japan, October 16-20, 1998, vol. 1, pp. 341-344
1997
- Tizhoosh, H.R., Krell, G., Michaelis, B.
Locally Adaptive Fuzzy Image Enhancement. In B. Reusch (Ed.), Computational Intelligence, Theory and Applications. Proc. Of 5th Fuzzy Days’97, Dortmund, Germany, Springer, pp. 272-276 - Tizhoosh, H.R., Krell, G., Michaelis, B.
On Fuzzy Image Enhancement of Megavoltage Images in Radiation Therapy. FUZZ-IEEE’97, Spain, 1399-1404 - Tizhoosh, H.R., Krell, G., Michaelis, B.
Additive Fuzzy Enhancement and an Associative Memory for Feature Tracking in Radiation Therapy Images. ICIP’97, Santa Barara, USA, 398-401 - Krell,G., Tizhoosh, H.R., Lilienblum, T., Michaelis, B.
Enhancement and Associative Restoration of Electonic Portal Images in Radiation Therapy. IEEE Symposium on Computer-Based Medical Systems 1997, Maribor, Slovenien, 104-108 - Krell,G., Tizhoosh, H.R., Lilienblum, T., Michaelis, B.
Fuzzy Image Enhancement and Associative Feature Matching in Radiotherapy. ICNN’97, Houston, USA, 1490-1495
1995
- HR. Tizhoosh, M. Fochem, Image Enhancement with Fuzzy Histogram Hyperbolization, Proceeding of EUFIT’95, vol.3, 1695-1698, 1995.
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