Intelligent systems for computer-assisted clinical endoscopic image analysis

Boulougoura, M., Wadge, E., Kodogiannis, V. and Chowdrey, H.S. 2004. Intelligent systems for computer-assisted clinical endoscopic image analysis. in: Tilg, B. (ed.) Proceedings of the second IASTED international conference on biomedical engineering Anaheim, California, USA Acta Press.

Chapter titleIntelligent systems for computer-assisted clinical endoscopic image analysis
AuthorsBoulougoura, M., Wadge, E., Kodogiannis, V. and Chowdrey, H.S.
EditorsTilg, B.
Abstract

The importance of computer-assisted diagnosis in endoscopy is to assist the physician in detecting the status of tissues by characterising the features from the endoscopic image. Due to the complex nature of clinical manifestations, employing a single "feature" technique to detect different abnormalities may not necessarily yield accurate results. In this paper schemes have been developed to extract new texture features from the texture spectra in the chromatic and achromatic domains for a selected region of interest from each colour component histogram of endoscopic images. The implementation of an advanced neural network scheme and the concept of fusion of multiple classifiers dedicated to specific feature parameters have been also adopted in this paper. The endoscopic images used in this study have been obtained using the new M2ATM Swallowable Imaging Capsule - a patented, video colour-imaging disposable capsule. The detection accuracy of the proposed system has reached to 100%, providing thus an indication that such intelligent schemes could be used as a supplementary diagnostic tool in endoscopy.

KeywordsMedical imaging, Computer aided diagnosis, Endoscopy, Neural networks, Fuzzy integral
Book titleProceedings of the second IASTED international conference on biomedical engineering
Year2004
PublisherActa Press
Publication dates
Published2004
Place of publicationAnaheim, California, USA
ISBN088986408X
Web address (URL)http://www.actapress.com/Abstract.aspx?paperId=16371
EventSecond International Conference on Biomedical Engineering

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Kodogiannis, V. 2005. Intelligent gas-sensing systems for bacterial clinical isolates in vitro classification. Neural, Parallel and Scientific Computations. 13 (2), pp. 147-160.

Intelligent classification of bacterial clinical isolates in vitro, using an array of gas sensors
Kodogiannis, V. 2005. Intelligent classification of bacterial clinical isolates in vitro, using an array of gas sensors. Journal of Intelligent and Fuzzy Systems. 16 (1), pp. 1-14.

An automated anomaly EEG detection algorithm using discrete wavelet transforms
Jahankhani, P., Revett, K., Spackman, L., Kodogiannis, V. and Boyd, S. 2005. An automated anomaly EEG detection algorithm using discrete wavelet transforms. in: Prasad, B. (ed.) Proceedings of the 2nd Indian International Conference on Artificial Intelligence, Pune, India, December 20-22, 2005 (IICAI 05) IICAI. pp. 2679-2685

Detecting clinically relevant EEG anomalies using discrete wavelet transforms
Jahankhani, P., Revett, K. and Kodogiannis, V. 2005. Detecting clinically relevant EEG anomalies using discrete wavelet transforms. in: Proceedings of the 5th WSEAS International Conference on Wavelet Analysis and Multirate Systems (WAMUS 2005). Sofia, Bulgaria, 27 - 29 Oct 2005 WSEAS.

Automatic detection Of EEG abnormalities using wavelet transformations
Jahankhani, P., Revett, K. and Kodogiannis, V. 2005. Automatic detection Of EEG abnormalities using wavelet transformations. WSEAS Transactions on Signal Processing. 1 (1), pp. 55-60.

Representation of factual and temporal unawareness in electronic patient records
Chountas, P., Petrounias, I., El-Darzi, E. and Kodogiannis, V. 2005. Representation of factual and temporal unawareness in electronic patient records. Journal of Computational Methods in Sciences and Engineering. 5 (4), pp. 243-261.

On probability, null values, intuitionistic fuzzy, and value imperfection
Chountas, P., Kodogiannis, V., Petrounias, I., Kolev, B. and Atanassov, K.T. 2005. On probability, null values, intuitionistic fuzzy, and value imperfection. in: Simos, T.E. and Maroulis, G. (ed.) International Conference of Computational Methods in Sciences and Engineering 2004 (ICCMSE 2004) Leiden, The Netherlands VSP.

Evidence for a neuroprotective role of the CRH-like peptide, urocortin, in the 6-hydroxydopamine treated rat
Biggs, C.S., Locke, I.C., Knight, R.A., Chowdrey, H.S. and Whitton, P.S. 2005. Evidence for a neuroprotective role of the CRH-like peptide, urocortin, in the 6-hydroxydopamine treated rat. 18th National Meeting of the British Neuroscience Association. Brighton, UK 03-06 Apr 2005

Urocortin attenuates key indicators of nigrostriatal pathway destruction in a rat hemiparkinsonian model
Biggs, C.S., Abuirmeileh, A., Locke, I.C., Knight, R.A., Chowdrey, H.S. and Whitton, P.S. 2005. Urocortin attenuates key indicators of nigrostriatal pathway destruction in a rat hemiparkinsonian model. Proceedings of the British Pharmacological Society. 3 (4).

Intracorporeal videoprobe (IVP)
Arena, A., Boulougoura, M., Chowdrey, H.S., Dario, P., Harendt, C., Irion, K.M., Kodogiannis, V., Lenaerts, B., Menciassi, A., Puers, R., Scherjon, C. and Turgis, D. 2005. Intracorporeal videoprobe (IVP). in: Bos, L., Laxminarayan, S. and Marsh, A.J. (ed.) Medical and Care Compunetics Amsterdam, Netherlands ; Oxford, UK IOS Press.

Extended normalised radial basis function for short term load forecasting
Wadge, E. and Kodogiannis, V. 2004. Extended normalised radial basis function for short term load forecasting. in: Hamza, M.H. (ed.) Proceedings of the Fourth IASTED International Conference on Modelling, Simulation and Optimization (MSO 2004) International Association of Science and Technology for Development. pp. 154-159

Distimulus chromatic measurement systems
Tomtsis, D., Kodogiannis, V. and Chountas, P. 2004. Distimulus chromatic measurement systems. WSEAS Transactions on Circuits and Systems. 2 (3), pp. 211-214.

Cell surface thiol modification by GSNO: a mechanism of nitric oxide delivery?
Shah, C.M., Locke, I.C., Chowdrey, H.S. and Gordge, M.P. 2004. Cell surface thiol modification by GSNO: a mechanism of nitric oxide delivery? 5th UK Nitric Oxide Forum. Edinburgh, UK 12/2004

Protein disulphide isomerase is involved in the delivery of NO from S-nitrosoglutathione into megakaryocytes
Shah, C.M., Locke, I.C., Chowdrey, H.S. and Gordge, M.P. 2004. Protein disulphide isomerase is involved in the delivery of NO from S-nitrosoglutathione into megakaryocytes. 3rd International Conference on the Biology, Chemistry and Therapeutic Applications of Nitric Oxide: 4th Anuual Scientific Meeting of the Nitric Oxide Society of Japan. Nara, Japan 24-28 May 2004

Protein disulphide isomerase is involved in the delivery of NO from S-nitrosoglutathione into megakaryocytes
Shah, C.M., Locke, I.C., Chowdrey, H.S. and Gordge, M.P. 2004. Protein disulphide isomerase is involved in the delivery of NO from S-nitrosoglutathione into megakaryocytes. Japan-UK Platelet Conference. Oxford, UK September 2004

Establishment and analysis of 3-D collagen cultures of C-20/A4 chondrocytes
Petsa, A., Chowdrey, H.S., Knight, R.A., Afoke, A. and Locke, I.C. 2004. Establishment and analysis of 3-D collagen cultures of C-20/A4 chondrocytes. OARSI 2004 World Congress on Osteoarthritis. Chicago USA 12/2004

An intuitionistic fuzzy component based appoach for identifying web usage patterns
Petrounias, I., Tseng, A., Kolev, B., Chountas, P. and Kodogiannis, V. 2004. An intuitionistic fuzzy component based appoach for identifying web usage patterns. in: Yager, R.R. and Sgurev, V.S. (ed.) 2nd IEEE International Conference on Intelligent Systems, 22-24 Jun 2004, Varna, Bulgaria: proceedings USA IEEE .

Feature extraction techniques using adaptive wavelets for signal classification
Kodogiannis, V., Wadge, E., Boulougoura, M. and Christou, K. 2004. Feature extraction techniques using adaptive wavelets for signal classification. WSEAS Transactions on Circuits. 3 (1), pp. 149-154.

Intelligent control of unmanned underwater vehicles
Kodogiannis, V. and Petrounias, I. 2004. Intelligent control of unmanned underwater vehicles. WSEAS Transactions on Systems. 3 (4), pp. 1845-1853.

Multi network classification scheme for computer-aided diagnosis in clinical endoscopy
Kodogiannis, V. and Chowdrey, H.S. 2004. Multi network classification scheme for computer-aided diagnosis in clinical endoscopy. in: MEDSIP 2004: Advances in Medical Signal and Information Processing International Conference, 5-8 September 2004, Malta IEEE . pp. 262-267

Computer-aided diagnosis in clinical endoscopy using neuro-fuzzy systems
Kodogiannis, V. 2004. Computer-aided diagnosis in clinical endoscopy using neuro-fuzzy systems. in: Proceedings: 2004 IEEE International Conference on Fuzzy Systems. Budapest, Hungary, 25-29 July 2004 USA IEEE .

A CRH family peptide protects a human chondrocyte cell line against apoptosis
Intekhab-Alam, N.Y., Chowdrey, H.S., Knight, R.A., Locke, I.C. and Intekhab Alam, N.Y. 2004. A CRH family peptide protects a human chondrocyte cell line against apoptosis. OARSI 2004 World Congress on Osteoarthritis. Chicago USA 12/2004

On uncertainty and data-warehouse design
Chountas, P., Petrounias, I., Vasilakis, C., Tseng, A., El-Darzi, E., Atanassov, K.T. and Kodogiannis, V. 2004. On uncertainty and data-warehouse design. in: Yakhno, T. (ed.) Advances in Information Systems: Third International Conference, ADVIS 2004, Izmir, Turkey, October 20-22, 2004: proceedings Berlin, Germany Springer.

Temporality and intuitionistic fuzzy data warehouses
Chountas, P., Petrounias, I., Vasilakis, C., El-Darzi, E., Tseng, A., Kolev, B., Kodogiannis, V. and Georgiev, P. 2004. Temporality and intuitionistic fuzzy data warehouses. Notes in Intuitionistic Fuzzy Sets. 10 (4), pp. 47-55.

Representing and querying temporal workflow schemas
Chountas, P., Petrounias, I., Al-Roki, H. and Kodogiannis, V. 2004. Representing and querying temporal workflow schemas. in: Haav, H.M. (ed.) Fifth International Baltic Workshop on Databases and Information Systems: databases and information systems Institute of Cybernetics at Tallinn Technical University. pp. 155-166

Development of a clinical data warehouse
Chountas, P. and Kodogiannis, V. 2004. Development of a clinical data warehouse. in: Desai, B.C. (ed.) IDEAS Workshop on Medical Information Systems: the digital hospital USA IEEE . pp. 8-14

Rapid S-nitrosothiol metabolism by platelets and megakaryocytes
Shah, C.M., Locke, I.C., Chowdrey, H.S. and Gordge, M.P. 2003. Rapid S-nitrosothiol metabolism by platelets and megakaryocytes. Biochemical Society Transactions. 31 (6), pp. 1450-1452.

Neuro-fuzzy ellipsoid basis function classifier for diagnosis of urinary tract infections
Wadge, E., Kodogiannis, V. and Tomtsis, D. 2003. Neuro-fuzzy ellipsoid basis function classifier for diagnosis of urinary tract infections. in: ICCMSE '03: Proceedings of the International Conference on Computational Methods in Sciences and Engineering New Jersey, USA World Scientific Publishing. pp. 673-677

Sniffing out the truth: clinical diagnosis based on soft computing methodologies using gas centre arrays
Wadge, E. and Kodogiannis, V. 2003. Sniffing out the truth: clinical diagnosis based on soft computing methodologies using gas centre arrays. in: Jervis, B.W. (ed.) Proceedings of the 5th International Conference on Neural Networks and Expert Systems in Medicine and Healthcare and 1st International Conference on Computational Intelligence in Medicine and Healthcare : Sheffield Hallam University, Sheffield, UK, 21-23 Sheffield School of Engineering, Sheffield Hallam University. pp. 93-98

Optical pH measurement using chromatic modulation
Tomtsis, D., Kodogiannis, V. and Wadge, E. 2003. Optical pH measurement using chromatic modulation. in: Proceedings of the International Conference on Computational Methods in Sciences and Engineering New Jersey, USA World Scientific Publishing. pp. 634-638

Role of protein disulphide isomerase in NO delivery from S-nitrosothiols into megakaryocytes
Shah, C.M., Locke, I.C., Chowdrey, H.S. and Gordge, M.P. 2003. Role of protein disulphide isomerase in NO delivery from S-nitrosothiols into megakaryocytes. 4th UK Nitric Oxide Forum. University of Nottingham, UK December 2003

The behaviour of C-20/A4 chondrocytes in 3-D collagen gel cultures
Petsa, A., Afoke, A., Chowdrey, H.S., Knight, R.A., Harris, A. and Locke, I.C. 2003. The behaviour of C-20/A4 chondrocytes in 3-D collagen gel cultures. OARSI 2003 World Congress on Osteoarthritis. Berlin, Germany October 2003

Evolutionary computing techniques for diagnosis of urinary tract infections in vivo, using gas sensors
Kodogiannis, V., Pavlou, A.K., Chountas, P. and Turner, A.P.F. 2003. Evolutionary computing techniques for diagnosis of urinary tract infections in vivo, using gas sensors. in: Rutkowski, L. (ed.) Neural networks and soft computing: proceedings of the Sixth International Conference on Neural Networks and Soft Computing, Zakopane, Poland, June 11-15 Physica-Verlag.

Generalized net representing of fuzzy-timing high-level petri nets
Gochev, V. and Kodogiannis, V. 2003. Generalized net representing of fuzzy-timing high-level petri nets. in: Jardim-Goncalves, R., Cha, J. and Steiger-Garcao, A. (ed.) Concurrent engineering-the vision for the future generation in research and applications: proceedings of the 10th ISPE International Conference on Concurrent Engineering, Research and Applications, 26-30 July 2003, Madeira, Portugal Lisse, The Netherlands A.A. Balkema. pp. 1087-1090

Temporal modelling in flexible workflow based environments
Chountas, P., Petrounias, I. and Kodogiannis, V. 2003. Temporal modelling in flexible workflow based environments. in: Yazici, A. (ed.) Computer and information sciences, ISCIS 2003: 18th International Symposium Antalya, Turkey, November 3-5 Berlin, Germany Springer. pp. 123-130

Forecasting financial time series using neural network and fuzzy system-based techniques
Kodogiannis, V. and Lolis, A. 2002. Forecasting financial time series using neural network and fuzzy system-based techniques. Neural Computing and Applications. 11 (2), pp. 90-102.

Soft computing based techniques for short-term load forecasting
Kodogiannis, V. and Anagnostakis, E.M. 2002. Soft computing based techniques for short-term load forecasting. Fuzzy Sets and Systems. 128 (3), pp. 413-426.

Digital image processing of axis-symmetric electric arc plasma based on chromatic modulation methods
Tomtsis, D. and Kodogiannis, V. 2002. Digital image processing of axis-symmetric electric arc plasma based on chromatic modulation methods. in: 6th WSES /IEEE Multi-conference CSCC-MCP-MCME 2002, Crete, July 2002 UNKNOWN. pp. 6881-6885

An intelligent detection scheme for sonar signal tracking
Kodogiannis, V. and Tomtsis, D. 2002. An intelligent detection scheme for sonar signal tracking. in: Proceedings of the 3rd WSEAS International Conference on Neural Network and Applications (NNA '02), Interlaken, Switzerland, February 11-15, 2002 WSEAS.

Intelligent diagnosis of urinary tract infections in vivo, using electronic noses
Kodogiannis, V., Pavlou, A.K., Chountas, P. and Turner, A.P.F. 2002. Intelligent diagnosis of urinary tract infections in vivo, using electronic noses. in: Hamza, M.H. (ed.) Proceedings of the IASTED International Conference, Signal Processing, Pattern Recognition, and Application, June 25-28, 2002, Crete, Greece Calgary, Canada Acta Press. pp. 155-160

Electronic nose: clinical diagnosis based on soft computing methodologies
Kodogiannis, V., Chountas, P., Pavlou, A.K., Petrounias, I., Chowdrey, H.S. and Temponi, C. 2002. Electronic nose: clinical diagnosis based on soft computing methodologies. in: Proceedings of the IEEE International Symposium Intelligent Systems: Methodology, Models, Applications in Emerging Technologies IS2002, 10-12 Sept.2002, Varna, Bulgaria USA IEEE .

Representation of temporal unawareness
Chountas, P., Petrounias, I., Atanassov, K.T., Kodogiannis, V. and El-Darzi, E. 2002. Representation of temporal unawareness. in: Yakhno, T. (ed.) Advances in Information Systems: Second International Conference, ADVIS 2002, Izmir, Turkey, October 23-25 London, UK Springer.

Representation and querying of temporal conflict
Chountas, P., Petrounias, I., Atanassov, K.T., Kodogiannis, V. and El-Darzi, E. 2002. Representation and querying of temporal conflict. in: Troels, A. (ed.) Flexible query answering systems: 5th International Conference, FQAS 2002, Copenhagen, Denmark, October 2002 London, UK Springer.

Representing and querying temporal workflow schemas
Chountas, P., Petrounias, I., Al-Roki, H. and Kodogiannis, V. 2002. Representing and querying temporal workflow schemas. Notes in Intuitionistic Fuzzy Sets. 8 (3), pp. 57-65.

A comparison between neural network and fuzzy system models for foreign exchange rates prediction
Kodogiannis, V. and Lolis, A. 2001. A comparison between neural network and fuzzy system models for foreign exchange rates prediction. Neural, Parallel and Scientific Computations. 9 (3-4), pp. 417-428.

In vitro determination of skin bilirubin using chromatic modulation
Tomtsis, D., Kodogiannis, V. and Zissopoulos, D. 2001. In vitro determination of skin bilirubin using chromatic modulation. in: Building new bridges at the frontiers of engineering and medicine: 2001 Conference Proceedings of the 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society. 25-28 October 2001, Istanbul, Turkey USA IEEE .

Analysis and measurement of the modal power distribution for guiding multimode fibres
Tomtsis, D., Kodogiannis, V. and Zissopoulos, D. 2001. Analysis and measurement of the modal power distribution for guiding multimode fibres. in: Proceedings of the 5th WSES/IEEE World Conference on Systems (CSCC2001) Rethymno, Greece WSES Press. pp. 3451-3456

Information extraction from acoustic signals by optical fibre interferometry techniques based on chromatic modulation
Tomtsis, D. and Kodogiannis, V. 2001. Information extraction from acoustic signals by optical fibre interferometry techniques based on chromatic modulation. in: Proceedings of the WSEAS International Conference: Mathematical Methods and Computational Techniques in Electrical Engineering (MMACTEE 2001) Vouliagmeni, Athens, Greece, December 29-31, 2001 WSEAS. pp. 5381-5386

Intelligent classification of bacterial clinical isolates in vitro, using electronic noses
Pavlou, A.K., Kodogiannis, V., Meechan Jones, J. and Turner, A.P.F. 2001. Intelligent classification of bacterial clinical isolates in vitro, using electronic noses. in: Papadourakis, G.M. (ed.) Proceedings of the 4th International Conference on Neural Networks and Expert Systems in Medicine and HealthCare, 20-22 Jun 2001, Milos Island, Greece Technological Educational Institute of Crete. pp. 231-237

Neural network adaptive controller for unmanned underwater vehicles
Kodogiannis, V. and Tomtsis, D. 2001. Neural network adaptive controller for unmanned underwater vehicles. Neural Network World. 11 (3), pp. 207-221.

A comparison between neural network and fuzzy system models for foreign exchange rates prediction
Kodogiannis, V. and Lolis, A. 2001. A comparison between neural network and fuzzy system models for foreign exchange rates prediction. Neural, Parallel and Scientific Computations. 9 (3/4), pp. 417-428.

Prediction of foreign exchange rates by neural network and fuzzy system based techniques
Kodogiannis, V. and Lolis, A. 2001. Prediction of foreign exchange rates by neural network and fuzzy system based techniques. in: ESANN 2001: European symposium on artificial neural networks D-Facto Publications. pp. 245-250

Forecasting exchange rates using neural network and fuzzy system based techniques
Kodogiannis, V. and Lolis, A. 2001. Forecasting exchange rates using neural network and fuzzy system based techniques. in: Proceedings of 2001 WSES International Conference Athens, Greece World Scientific and Engineering Society Press. pp. 4241-4246

Electronic nose: clinical diagnosis based on soft computing methodologies
Kodogiannis, V., Chountas, P., Pavlou, A.K. and Chowdrey, H.S. 2001. Electronic nose: clinical diagnosis based on soft computing methodologies. in: 2002 First International IEEE Symposium "Intelligent Systems" proceedings: September 10-12, 2002, St. Constantine and Helena resort, Varna, Bulgaria USA IEEE . pp. 254-259

An efficient fuzzy based technique for signal classification
Kodogiannis, V. 2001. An efficient fuzzy based technique for signal classification. Journal of Intelligent and Fuzzy Systems. 11 (1/2), pp. 65-84.

Neuro-fuzzy based techniques for acoustic signal classification
Kodogiannis, V. 2001. Neuro-fuzzy based techniques for acoustic signal classification. in: Proceedings of 2001 WSES International Conference Athens, Greece World Scientific and Engineering Society Press. pp. 5261-5267

Neural network adaptive control for underwater robotic systems
Kodogiannis, V. 2001. Neural network adaptive control for underwater robotic systems. in: Proceedings of the 5th WSES/IEEE World Conference on Systems (CSCC2001) Rethymno, Greece WSES Press. pp. 1271-1276

Comparison of advanced learning algorithms for short-term load forecasting
Kodogiannis, V. 2000. Comparison of advanced learning algorithms for short-term load forecasting. Journal of Intelligent & Fuzzy Systems. 8 (4), pp. 243-259.

Neural-network-based electric load forecasting systems
Kodogiannis, V. 1999. Neural-network-based electric load forecasting systems. Neural, Parallel and Scientific Computations. 7 (3), pp. 405-416.

A study of advanced learning algorithms for short-term load forecasting
Kodogiannis, V. and Anagnostakis, E.M. 1999. A study of advanced learning algorithms for short-term load forecasting. Engineering Applications of Artificial Intelligence. 12 (2), pp. 159-173.

A neural adaptive control technique for manufacturing scheduling
Rovithakis, G., Gaganis, V., Perrakis, S., Kodogiannis, V. and Christodoulou, M. 1997. A neural adaptive control technique for manufacturing scheduling. in: Applications of Neural Adaptive Control Techniques World Scientific Publishing. pp. 121-151

Neural network identification and control of an underwater vehicle
Lisboa, P.J.G., Kodogiannis, V. and Lucas, J. 1997. Neural network identification and control of an underwater vehicle. Transactions of the Institute of Measurement and Control. 19 (4), pp. 202-210.

Neural Network Modelling and Control for Underwater Vehicles
Kodogiannis, V., Lisboa, P.J.G. and Lucas, J. 1996. Neural Network Modelling and Control for Underwater Vehicles. Artificial Intelligence in Engineering. 10 (3), pp. 203-212.

Long Range Predictive Controller for Underwater Robotic Vehicles using Recurrent Neural Networks
Kodogiannis, V., Lisboa, P.J.G. and Lucas, J. 1994. Long Range Predictive Controller for Underwater Robotic Vehicles using Recurrent Neural Networks. 2nd IEEE Mediterranean Symposium on New Directions in Control & Automation. Crete, Greece

Neural Network Based Predictive Control Systems for Underwater Robotic Vehicles
Kodogiannis, V., Lisboa, P.J.G. and Lucas, J. 1994. Neural Network Based Predictive Control Systems for Underwater Robotic Vehicles. Proc. of ELECTRO '94. Boston, USA IEEE .

A neural predictive controller for underwater robotic applications
Kodogiannis, V., Lisboa, P.J.G. and Lucas, J. 1993. A neural predictive controller for underwater robotic applications. Proceedings of the 2nd IEEE/BCS Workshop on Neural Network Applications and Tools. Liverpool IEEE .

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