ΧΑΡΑΛΑΜΠΟΣ Π. ΣΤΡΟΥΘΟΠΟΥΛΟΣ
ΚΑΘΗΓΗΤΗΣ
τμ. ΠΛΗΡΟΦΟΡΙΚΗΣ & ΕΠΙΚΟΙΝΩΝΙΩΝ
ΤΕΙ ΣΕΡΡΩΝ
ΒΙΟΓΡΑΦΙΚΟ ΣΗΜΕΙΩΜΑ
ΣΠΟΥΔΕΣ - ΤΙΤΛΟΙ - ΔΡΑΣΗ
ΕΡΕΥΝΗΤΙΚΟ ΚΑΙ ΕΚΠΑΙΔΕΥΤΙΚΟ ΕΡΓΟ
ΣΕΡΡΕΣ
ΑΥΓΟΥΣΤΟΣ 2009
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Ονοματεπώνυμο Ημερομηνία γεννήσεως |
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Χαράλαμπος Στρουθόπουλος 26 Μαΐου 1962 |
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Τόπος γεννήσεως |
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Δράμα |
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Διεύθυνση κατοικίας |
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Πατρ.Φρηγορίου Ζ΄ 34, 62125, Σέρρες |
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Τηλέφωνο Εργασίας Κινητό τηλέφωνο e-mail |
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2321-49150 6979790304 |
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Απασχόληση |
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Καθηγητής τμ. Πληροφορικής & Επικοινωνιών
ΣΤΕΦ ΤΕΙ Σερρών. Προϊστάμενος του τμήματος. |
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Ξένες γλώσσες |
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Αγγλική. |
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Οικογενειακή κατάσταση |
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Δύο παιδιά. |
1. 1985 - Δίπλωμα Ηλεκτρολόγου Μηχανικού της
Πολυτεχνικής Σχολής του Πανεπιστημίου Πατρών.
2. 1999 - Διδακτορικό δίπλωμα του Τμήματος
Ηλεκτρολόγων Μηχανικών και Μηχανικών Υπολογιστών της Πολυτεχνικής Σχολής του Δημοκρίτειου
Πανεπιστήμιου Θράκης με βαθμό "ΑΡΙΣΤΑ".
ΠΕΠΡΑΓΜΕΝΑ ΤΗΣ ΤΕΛΕΥΤΑΙΑΣ ΤΡΙΕΤΙΑΣ ΣΤΟ ΤΕΙ ΣΕΡΡΩΝ
Ø Διορισμός σε κενή οργανική θέση Εκπαιδευτικού Προσωπικού
(ΕΠ) της βαθμίδος Καθηγητή, με γνωστικό αντικείμενο «Επεξεργασία Εικόνας
και Σημάτων» του Τμήματος Πληροφορικής και Επικοινωνιών, του ΤΕΙ Σερρών
(Φ1/29107/Ε5/18-4-2002 Υ.Α. – ΦΕΚ 106/τ. Ν.Π.Δ.Δ./20-5-2002)
Ø
Ορκωμοσία και ανάληψη
καθηκόντων 3-6-2002.
Ø
Μετατροπή θέσης τακτικού
μέλους Ε.Π. σε προσωποπαγή θέση (Φ18/108210/Ε5/15-10-02 Υ.Α.)
Α. Εκπαιδευτικό έργο
(3/6/2002 – σήμερα)
Ø
Διδασκαλία θεωρίας του
μαθήματος «Αντικειμενοστραφής Προγραμματισμός».
Ø
Διδασκαλία θεωρίας και
συγγραφή σημειώσεων του μαθήματος «Αναγνώριση Προτύπων – Νευρωνικά δίκτυα» .
Ø
Διδασκαλία θεωρίας του
μαθήματος «Ψηφιακή Επεξεργασία Εικόνας.
Ø
Επίβλεψη εκπόνησης εννέα
(9) πτυχιακών εργασιών.
-
Υλοποίηση ασαφούς
ταξινομητού με νευρωνικό δίκτυο για την αναγνώριση χειρόγραφων αριθμητικών
συμβόλων.
-
Λογισμικό εισαγωγής,
διαχείρισης και εξαγωγής δεδομένων για την υλοποίηση ωρολογίου προγράμματος.
-
Διόρθωση της λοξότητας
ψηφιοποιημένων εγγράφων.
-
Μέθοδοι πολυκατωφλίωσης
ψηφιακών εικόνων αποχρώσεων του γκρι.. Υλοπoίηση εκπαιδευτικού λογισμικού.
-
Μέθοδοι δυαδικοποίησης
ψηφιακών εικόνων αποχρώσεων του γκρι. Υλοπoίηση εκπαιδευτικού λογισμικού.
-
Λογισμικού αυτόματης
υποδικτύωσης και υπερδικτύωσης σε δίκτυα Η/Υ με διευθυνσιοδότηση IP.
-
Μορφολογία σε δυαδικές
ψηφιακές εικόνες. Υλοπoίηση εκπαιδευτικού
λογισμικού.
-
Εύρεση ευθειών σε
δυαδικές εικόνες με τον μετασχηματισμό του Hough. Υλοπoίηση εκπαιδευτικού
λογισμικού.
-
Διερεύνηση, παρουσίαση
και αξιολόγηση προϊόντων λογισμικού υλοποίησης εφαρμογών για βάσεις δεδομένων.
Β. Δράσεις
Ø
Επιστημονικός υπεύθυνος
του ερευνητικού προγράμματος με θέμα «ΔΙΑΡΘΡΩΣΗ ΠΕΡΙΕΧΟΜΕΝΟΥ ΕΓΧΡΩΜΩΝ
ΕΓΓΡΑΦΩΝ», Υποέργο 3 της Ενέργειας 2.2.ζ «Ενίσχυση
ερευνητικών ομάδων του ΤΕΙ Σερρών» του έργου «Αρχιμήδης: Ενίσχυση ερευνητικών ομάδων στα ΤΕΙ» του Β΄ ΕΠΕΑΕΚ –
Γ΄ ΚΠΣ
Ø
Μέλος της ερευνητικής
ομάδος του ερευνητικού προγράμματος με θέμα «ΑΚΡΙΒΗΣ ΧΑΡΑΚΤΗΡΙΣΜΟΣ ΤΟΥ ΜΕΣΟΥ
ΔΙΑΔΟΣΗΣ ΣΤΗΝ ΕΛΛΗΝΙΚΗ ΕΠΙΚΡΑΤΕΙΑ ΣΕ ΧΙΛΙΟΣΤΟΜΕΤΡΙΚΑ ΜΗΚΗ ΚΥΜΑΤΟΣ ΑΠΟ ΔΕΔΟΜΕΝΑ
ΤΟΠΙΚΗΣ ΚΛΙΜΑΤΟΛΟΓΙΑΣ, ΠΡΟΣΔΙΟΡΙΣΜΟΣ ΤΗΣ ΕΠΙΔΡΑΣΗΣ ΤΗΣ ΑΤΜΟΣΦΑΙΡΑΣ ΣΕ ΑΣΥΡΜΑΤΑ
ΣΥΣΤΗΜΑΤΑ ΕΠΙΚΟΙΝΩΝΙΩΝ ΚΙ ΑΞΙΟΛΟΓΗΣΗ ΣΤΑΤΙΚΩΝ ΚΑΙ ΔΥΝΑΜΙΚΩΝ ΤΕΧΝΙΚΩΝ ΓΙΑ ΤΗΝ
ΒΕΛΤΙΩΣΗ ΤΗΣ ΑΠΟΔΟΣΗΣ ΤΩΝ..», Υποέργο 6 της Ενέργειας 2.2.ζ «Ενίσχυση ερευνητικών ομάδων του ΤΕΙ Σερρών» του
έργου «Αρχιμήδης: Ενίσχυση ερευνητικών
ομάδων στα ΤΕΙ» του Β΄ ΕΠΕΑΕΚ – Γ΄ ΚΠΣ
Ø
Αξιολογητής του ΥΠΕΠΘ
των ερευνητικών προτάσεων των προγραμμάτων Ενίσχυσης
ερευνητικών ομάδων στα ΤΕΙ «Αρχιμήδης Ι» και «Αρχιμήδης ΙΙ»
Ø
Υπεύθυνος Συντονισμού
του Πακέτου Π.Ε.1, του προγράμματος «Ενίσχυση σπουδών Πληροφορικής στο ΤΕΙ
Σερρών» Ενέργεια 2.2.γ,
Ø
Επιστημονικός Υπεύθυνος
του προγράμματος, «Ενίσχυση σπουδών Πληροφορικής στο ΤΕΙ Σερρών» Ενέργεια 2.2.γ
"Μέθοδοι
Διαχωρισμού και Αναγνώρισης Εικόνων", Τμήμα Ηλεκτρολόγων Μηχανικών και
Μηχανικών Υπολογιστών της Πολυτεχνικής Σχολής του Δ. Π. Θράκης, Ξάνθη 1999.
[1]
C. Strouthopoulos, N. Papamarkos and C. Chamzas,
“Identification of Text-Only Areas in Mixed-Type Documents”, Engineering Applications of Artificial
Intelligence, Vol. 10, No. 4, pp. 387-401, 1997.
[2]
C. Strouthopoulos and
[3]
C. Strouthopoulos, N. Papamarkos and C. Chamzas, “PLA
using RLSA and a Neural Network”, Engineering
Applications of Artificial Intelligence, Vol. 12, No. 2, pp. 119-138, 1999.
[4]
N.
Papamarkos, C. Strouthopoulos and I. Andreadis, “Multithresholding of color and
gray-level images through a neural network technique”, Image and Vision Computing Journal, Vol. 18, pp. 213-222, 2000.
[5]
C.
Strouthopoulos, N. Papamarkos, “Multithresholding of mixed type documents”, Engineering Applications of Artificial
Intelligence, Vol 13, No 3, pp. 323-343, 2000.
[6]
C.Strouthopoulos,
[7]
Atsalakis,
N. Papamarkos and C. Strouthopoulos, “Adaptive Color Reduction”, IEEE Trans. on Systems. Man, and
Cybernetics - Part B, Vol.32, No.1, pp.
44-56, Feb. 2002.
[8]
C. Strouthopoulos,
[9]
C. Strouthopoulos and
[10]
C. Strouthopoulos, N. Papamarkos and C. Chamzas, “A
Page Layout Analysis System”, Int. Conf
on Telecomunications, ICT98, Vol. IV, pp. 172-176, Halkidiki, Hellas, 1998.
[11]
N. Papamarkos and C. Strouthopoulos,
“Multithresholding of Gray-level Images via a SOFM”, 7th International
Conference on Advances in Communications and Control, COMCON7, pp. 633-641, 28
June – 2 July 1999, Athens, Greece.
[12]
N. Papamarkos and C. Strouthoppoulos,
“Multithresholding of mixed type documents”, IEEE International Symposium of Circuits and Systems, ISCAS 2000, Vol.
5, pp. 301-304, May 28-31 2000, Geneva,
Switzerland.
[13]
A. Atsalakis, N. Papamarkos* and C.
Strouthopoulos, “A new adaptive color quantization technique”, International Conference on Artificial
Neural Networks, ICANN 2001, Vienna Austria, pp. 1006-1012, 2001.
[14]
C. Strouthopoulos,
[15]
C. Strouthopoulos, N.
Papamarkos, A. Atsalakis, C. Chamzas “Text Identification in Color Documents” ,
IEEE Signal Processing Society,
International Conference on Image Processing, ISPA 2003, Rome, Italy,
September 2003.
[16]
N. Nikolaou,
[17]
Charalambos Strouthopoulos
Athanasios Nikolaidis, “A robust technique for text
extraction in mixed-type binary documents”, 19th International Conference on
Pattern Recognition, IARP 2008,
ΑΝΑΦΟΡΕΣ ΣΤΙΣ
ΔΗΜΟΣΙΕΥΣΕΙΣ ΑΠΟ ΜΗ ΣΥΝ-ΣΥΓΓΡΑΦΕΙΣ
Στην εργασία [1].
1. Zheng
Zhang and Chew Lira Tan, "Recovery of Distorted Document Images from Bound
Volumes", ICDAR 2001, Sixth International Conference on Document Analysis
and Recognition
«Our system groups the
words into text lines by using a modified “box-hands” method [1]».
2. Zheng
Zhang and Chew Lira Tan, " Restoration of images scanned from thick bound
documents", IEEE Signal Processing
Society, International Conference on Image Processing, ICIP2001,
3. Β. Gatos, S.
L. Mantzaris, S. J. Perantonis and A. Tsigris, "Automatic page analysis for
the creation of a digital Library from
newspaper archives", International Journal on Digital Libraries (IJODL), vol.
3(1), pp. 77-84, 2000.
«Many
algorithms for page segmentation have been proposed based on three fundamental
approaches: on the smearing and labeling of regions [.], on the image profiling
in various directions [.] and on texture information [1,2,8 άλλη 1].».
4. Paul Clark, Internal
Report, Computer Science Department,
«Strouthopoulos and Papamarkos use a neural network which looks for the
existence of 3x3 bitmap features in the image, and identifies text regions
according to the abundance of these bitmaps (alone and with relation to each
other). Although I believe this could be extended to locate text at any
orientation, the method only works on black and white images, so would require
that we know the color of the text before we start looking for it.».
5. S.
L. Mantzaris, B. Gatos, N. Gouraros and P. Tzavelis, “Integrated Search Tools
for Newspaper Digital Libraries”, Proc. of the ACM Conference on Research and Development in Information Retrieval
(SIGIR 2000), page 389, Athens,
Greece, July 2000.
6. Β. Gatos, S. L. Mantzaris, K. V. Chandrinos, A. Tsigris
and S. J. Perantonis,
"Integrated algorithms for newspaper page decomposition and article
tracking", Proc. of fifth International Conference on Document Analysis
and Recognition (ICDAR'99), ), pp. 559-562, Bangalore, India, September 1999.
«Algorithms for page segmentation referred to in the literature are mainly based on the smearing and labeling regions [.], on the image profiling in various directions [.] and on the texture information [1, 2].».
7. Zheng Zhang and Chew Lim Tan, “Correcting document image warping based on regression of curved
text lines”, Proc. of
ICDAR03, pp. 589-594, 2003.
Στην εργασία [2].
8. Keechul Junk, "Neural network-based
text location in color images", Pattern Recognition Letters 22, Volume 22, Issue 14, December 2001, Pages 1503-1515.
«Accordingly, several approaches to text location in
images have been proposed for specific applications includeing page
segmentation, address block location, license plate location and indexing for
video archives ( [2] και άλλες 6).
9. R.B. Johnson, "Recognizing Electronic
Symbols Using Neural Networks",
Digest of IEE Colloquium on Document Image Processing and Multimedia, London, March 25, 1999.
«In [2] a self-organised neural network classifier is combined with a
set of features to implement a method
that clusters the content of a mixed type
document into text and non-text areas.».
10. Β. Gatos, S.
L. Mantzaris, K. V. Chandrinos, A. Tsigris and S. J. Perantonis, "Integrated Algorithms for Newspaper
Page Decomposition and Article Tracking", Proc. of fifth International Conference on
Document Analysis and Recognition
(ICDAR'99), ), pp. 559-562, Bangalore, India,
September 1999.
«Algorithms
for page segmentation referred to in the literature are mainly based on the
smearing and labeling regions [.], on the image profiling in various directions
[.], and on the texture information [1, 2].».
11. Β. Gatos, S. L. Mantzaris, S. J. Perantonis and A.
Tsigris, "Automatic page analysis for the creation of a digital Library
from newspaper archives", International Journal on Digital Libraries, (IJODL), vol. 3(1), pp. 77-84, 2000.
«Algorithms
for page segmentation referred to in the literature are mainly based on the
smearing and labeling regions [.], on the image profiling in various directions
[.], and on the texture information [1, 2].».
12. K. Jung, E. Y. Kim and J.H. Han,
"Text location using learning-based texture discrimination", Engineering Applications of Artificial Intelligence, σε έκδοση.
«Text location has been studied for many applications including
document analysis, text-based video indexing, multimedia systems, digital
libraries, and vehicle license plate recognition ([2] κ.ά. 4).».
13.
B. Gatos and S. L.
Mantzaris, “A novel recursive algorithm for area location using isothetic
polygons”, Proc. of the 15th International Conference on Pattern
Recognition (ICPR2000), pp. 496-499, Barcelona, Spain, September 2000.
14. M. Egmont-Petersen, D. de Ridder, H. Handels, “Image
processing with neural networks”, Pattern
Recognition 35 (10) (2002) pp. 2279-2301.
15. B. Gatos, S. Mantzaris, A Antonacopoulos," First
international newspaper segmentation contest", ICDAR 2001,
Sixth International Conference on Document Analysis and Recognition Seattle,
Washington, U.S.A., September 10-13, 2001.
16. Veal D.C., “Techniques of document managεment: A
review of text retrieval and related technologies”, Journal of Documentation,
Vol.57, Issue 2, pp. 192-217, 2001.
17. Phillip E. Mitchella, Hong Yana, “Newspaper layout analysis
incorporating connected component separation”, Image and Vision Computing 22
(4): 307-317 APR 1 2004.
18. Chi Z, Wang Q and Siu WC, “Hierarchical content
classification and script determination for automatic document image processing”, PATTERN RECOGN 36
(11): 2483-2500 NOV 2003.
19. Swapnil
Khedekar, Vemulapati Ramanaprasad, Srirangaraj Setlur, Venugopal Govindaraju,
“Text - Image Separation in Devanagari Documents”, Seventh International
Conference on Document Analysis and Recognition Volume II, pp. 1265, August
03 - 06, Edinburgh, Scotland, 2003.
20. Keechul Jung,
JungHyun Han, “Hybrid approach to efficient text extraction in complex color
images”, Pattern Recognition Letters, Volume 25, Issue 6, 19 April 2004, Pages
679-699.
21. Phillip E. Mitchella, Hong Yana, “Newspaper
layout analysis incorporating connected component separation”, Image and Vision
Computing 22 (4): 307-317 APR 1 2004.
22. S. J. Perantonis, B. Gatos and V. Maragos,
“A novel Web image processing algorithm for text area identification that helps
commercial OCR engines to improve their Web image recognition efficiency”,
Proceedings of the Second International Workshop on Web Document Analysis (WDA 2003),
Edinburgh, UK, August 3, 2003.
23. Marco Gori, Simone Marinai and Giovanni Soda, “Arti_cial
Neural Networks for Document Analysis and Recognition”, Technical Report
N.1/2003
24. Perantonis SJ, Gatos B, Maragos V, et al., “Text area identification in Web
images”, LECT NOTES COMPUT SC 3025: 82-92 2004.
Στην εργασία [4].
25. Shah-Hosseini H, Safabakhsh R, "Automatic
multilevel Thresholding for image segmentation by the growing time adaptive
self-organizing map", IEEE Transactions on Pattern Analysis And Machine
Intelligence, Vol. 24 (10): pp. 1388-1393, 2002.
26. S.C. Cheng and C.K. Yang, “A fast and novel
technique for color quantization using reduction of color space
dimensionality”, Pattern Recognition
Letters 22, pp. 845-856, 2001.
27. Tobias Hanning,
“Nonparametric Segmentation of Grayvalue Images by n-level-set-fitting”, Proc
of World Multiconference on Systemics, Proc. of Cybernetics and Informatics
2000, Vol “V”, pp. 90-95, Orlando, USA, July 2000.
28. Philippe Foucher, Paul Revollon, Bertrand Vigouroux,
“Segmentation d’images en couleurs par reseau de neurones : Application an
domaine vegetal”, ORASIS 2001.
29. Mona
Sharma, "Performance Evaluation of Image Segmentation and Texture
Extraction Methods in Scene Analysis ",
30. Ν. Κρούπης,
Διαχείρηση Μνήμης Ενσωματωμένων Συστημάτων για Χαμηλή Κατανάλωση σε Αλγότιθμο
Ταξινόμησης Χαρακτηριστικών Εικόνας, Μεταπτυχιακή Διατριβή, Τμήμα ΗΜ&ΜΥ του
ΔΠΘ, 2002.
31. K. Veropoulos, “Machine Learning
Approaches to Medical Decision Making”, PhD,
32. S.Mansor, T.C. Chuang, A.R. Shariff
and N.Ahmad, “Multi-Threshold Technique for Segmentation of Satellite Imagery
for Feature Extraction”, GISdevelopment.net http://www.gisdevelopment.net/technology/ip/techip008.htm
34. Y. Sirisathitkul
, S. Auwatanamongkol and B. Uyyanonvara, Color image quantization using
distances between adjacent colors along the color axis with highest color
variance, Pattern Recognition Letters, Volume 25, Issue 9, 2 July 2004, Pages 1025-1043 .
35. C.C.Jay.Kuo, “Fast Gray-Level Image
Thresholding Algorithms”, Department of Electrical Engineering,
36. Cheng Bing, Wang Ying,
Zheng Nanning, Bian Zhengzhong and Zhang Yongping, “A two-step method for
preprocessing volume data”, Computer Vision and Image Understanding,
Volume 95, Issue 2, August 2004, Pages 150-164.
Στην εργασία [5].
37. B. Abidi, M.
Mitckes, M. A. Abidi, and J. Liang, "Grayscale Enhancement Techniques for
X-ray Images of Carry-on Luggage," Proc. of SPIE 6th International
Conference on Quality Control by Artificial Vision, Vol. 5132, pp. 579-591,
Gatlinburg, TN, May 2003.
38. Jimin Liang,
Besma R. Abidi and Mongi A. Abidi, “Automatic X-ray Image Segmentation for
Threat Detection
”,
Fifth International Conference on Computational Intelligence and Multimedia
Applications (ICCIMA'03), pp. 396-399,
September 2003.
39. Sezgin M.,
Sankur B. “ Survey over image
thresholding techniques and quantitative performance evaluation”, J ELECTRON
IMAGING 13 (1): 146-168 JAN 2004.
Στην εργασία [6].
40. Yunnan Wua and
Daniel Lopresti, “Resource-Optimized Delivery of Web Images to Small-Screen
Devices”, Document Recognition and Retrieval X conference at IS&T/SPIE's ,
Electronic Imaging, Jan. 2003.
41. Keechul Junga,
Kwang In Kimb and Anil K. Jain, “Text information extraction in images and
video: a survey”, Pattern Recognition, Volume 37, Issue 5,
May 2004, Pages 977-997.
Στην εργασία [7].
44. Li XL, Yuan TQ,
45. Yunnan Wua and
Daniel Lopresti, “Resource-Optimized Delivery of Web Images to Small-Screen
Devices”, Document Recognition and Retrieval X conference at IS&T/SPIE's ,
Electronic Imaging, Jan. 2003.
46. C.C.Jay.Kuo,
“Fast Gray-Level Image Thresholding Algorithms”, Department of Electrical
Engineering,
47. Cheng Hong,
Zheng Nanning,Gao Zhenhai and Li Qin, “Road Recognition Algorithm Using
Principal Component Neural Networks and KMeans”, Journal of Xi′An Jiao
Tong University, Vol. 37. No. 8, pp. 812-815, 2003.
Στην εργασία [8].
48. Β. Gatos, S. L. Mantzaris, S. J. Perantonis and A.
Tsigris, "Automatic page analysis for the creation of a digital Library
from newspaper archives", International Journal on Digital Libraries, (IJODL), vol. 3(1), pp. 77-84, 2000.
«Many
algorithms for page segmentation have been proposed based on three fundamental
approaches: on the smearing and labeling of regions [.], on the image profiling
in various directions [.] and on texture information [4.α.1, 4.α.2, 4.α.8 και άλλη 1].».
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Αναφορές στο scopus |
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and interpretation of visual saliency for document functional labeling. International
Journal on Document Analysis and Recognition, 7(1),
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93. Li, Y. -., Li, X. -., Zhu, Q. -., & Cao,
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compression method. Paper presented at the , 5 4101-4104. 96. Pinho, A. J., & Neves, A. J. R. (2003).
JPEG 2000 coding of color-quantized images. Paper presented at
the , 2 181-184. 97. Kutor, J., Ning, G., Hong, D., & Zheng,
X. (2003). Automatic detection of intracellular nitric oxide concentration by
confocal laser scanning microscopy images analysis. Paper presented at the ,
5255 39-45. 98. Cheng, H., Zheng, N., Ling, Q., & Gao, Z. (2003). Road recognition algorithm using principal
component neural networks and K-means. Paper presented at the ,
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N. (2003). A neuro-fuzzy technique for document binarisation. Neural
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J. M., Galván, 102. Li, Q., Zheng, N., You, Q., & Yuan, Z.
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Yang,
S. B., & Liu, T. Y. (2003). Localizing text with variable block sizes in complex images based on
the smooth gray level detection. Paper presented at the ,
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J. (2003). Grayscale enhancement techniques of x-ray images of carry-on
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Hierarchical content classification and script determination for automatic
document image processing. Pattern Recognition, 36(11),
2483-2500. 106. Cheng, H., Zheng, N., Gao, Z., & Li, Q. (2003). Road recognition algorithm using principal
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Y., & Lopresti, D. (2003). Resource-optimized delivery of web images to
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114. Atsalakis, A., Papamarkos, N., &
Andreadis, 115. Shah-Hosseini, H., & Safabakhsh, R.
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The VLSI implementation of an artificial neural network scheme embedded in an
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Gray-level reduction using local spatial features. Computer Vision and
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-
Engineering Applications of Artificial Intelligence
1. Έπαινος στον Πανελλήνιο διαγωνισμό της Μαθηματικής
Εταιρείας του 1980.
1.
Mέλος του Τ.Ε.Ε. (Α.Μ.
47791).
2.
Μελετητής δημοσίων έργων
(Α.Μ. 8190).