John K. Tsotsos | |
---|---|
Born | |
Nationality | Canadian |
Alma mater | University of Toronto |
Scientific career | |
Fields | Computer Vision Human Vision Artificial Intelligence Robotics |
Doctoral advisor | John Mylopoulos H. Dominic Covvey Steven W. Zucker |
Website | www |
John Tsotsos (born September 3, 1952) is a Canadian Computer Scientist whose research spans the fields of Computer Vision, Human Vision, Robotics, and Artificial Intelligence. He is best known for his work in visual attention, specifically for establishing the need for visual attention in both biological and computational systems through an argument based on the computational complexity of visual information processing[1] and subsequently developing a computational framework for visual attention known as the Selective Tuning model.[2] He is also acknowledged as a pioneer in the area of Active Vision, his students and he being first to propose strategies for active object recognition and object visual search by a robot.[3][4] He has made many contributions to machine vision (particularly motion interpretation, colour processing, binocular vision, active robotic head design[5], shape analysis[6] as well as to human vision,[7][8][9][10] robotics[11] and applied areas such as cardiology or dentistry[12][13][14] and assistive robotics.[15]
Education
Tsotsos received his Honours BASc in Engineering Science (1974), MSc in Computer Science (1976) and Ph.D. in Computer Science (1980), all from the University of Toronto with John Mylopoulos as the primary supervisor throughout. For his doctorate research, he developed the first computer system to interpret visual motion depicted in digital image sequences, with application to heart motion analysis. That work led to a postdoctoral fellowship in Cardiology, funded by the Ontario Heart Foundation at Toronto General Hospital, and supervised by the unit's Chief, E. Douglas Wigle.
Academic career
Tsotsos first taught computer science at Atkinson College, York University, in 1978-79. On completing his Ph.D., he joined the University of Toronto on faculty in both Departments of Computer Science and of Medicine. In 1980 he founded the highly respected Computer Vision Group at the University of Toronto, which he led for 20 years. He received a Canadian Heart Foundation Scholarship for the years 1981-84. During the years at the University of Toronto, he was named a Fellow of the Canadian Institute for Advanced Research (CIFAR) (1985–90) and awarded a CP-Unitel Fellowship (1990–95) in CIFAR's Artificial Intelligence, Robotics and Society Program.[16]
He was recruited to move to York University in 2000 as Director of the Centre for Vision Research. Under his directorship, the centre was ranked in the top six interdisciplinary vision research organizations in the world. At York, he was awarded the NSERC Tier I Canada Research Chair[17] in Computational Vision which he has held for three consecutive terms (2003-2024). In 2014, he founded York's Centre for Innovation in Computing at Lassonde[18] (IC@L) which he led during 2014–present. Other appointments include: Adjunct Professorships in Computer Science and in Ophthalmology and Vision Sciences at the University of Toronto (2000–present); Visiting Professor University of Hamburg, Germany, 1981; Visiting Professor, Polytechnical University of Crete, Greece 1992; Adjunct Professor, Dept. of Computer Science, University of Western Ontario, 2001 - 2002; Faculty Fellow, Centre for Advanced Studies, IBM Canada, Toronto Labs, 2002 - 2003; Visiting Professor, INRIA Sophia-Antipolis, NeuroMathComp Laboratory, France, 2007; Adjunct Scientist, Toronto, Rehab Institute, University of Toronto, 2011 - 2013; Visiting Professor, Brain and Cognitive Sciences, MIT, 2014.
Tsotsos has served on several journal editorial boards (Computer Vision and Image Understanding, Image and Vision Computing, AI and Medicine, Cognitive Processing, Vision Research) and almost 100 conference organizing and program committees. Notably, he was General Chair of the 7th IEEE International Conference on Computer Vision.[19]
He co-edited a 2005 comprehensive reference book titled Neurobiology of Attention[20] with Laurent Itti and Geraint Rees. His first research monograph was published in 2011 by MIT Press, A Computational Perspective on Visual Attention.[21] He has also been a co-editor of several other collections of research papers.
On May 12, 2018, Konstantinos Derpanis, Gregory Dudek and Michael Jenkin organized a day-long Verbal Festschrift to celebrate his 65th birthday. The proceedings were recorded and the talks and photographs are publicly available.[22]
Honours, Awards and Distinctions
He has received many additional awards and honours including several paper awards, among them a 1987 inaugural Marr Prize citation, the 1997 CITO Innovation Award for Leadership in Product Development from the Ontario Centres of Excellence (shared with W.J. MacLean), the 2006 Canadian Image Processing and Pattern Recognition Society Award for Research Excellence and Service, and the 1st President’s Research Excellence Award by York University on the occasion of the University’s 50th anniversary in 2009. In 2008, he was the first computer scientist to be named Distinguished Research Professor by York University. Tsotsos was awarded the 2011 Geoffrey J. Burton Memorial Lectureship jointly by the United Kingdom's Applied Vision Association and the British Machine Vision Association for significant contribution to vision science. He has been an ACM Distinguished Speaker, is an IEEE Fellow and an Asia-Pacific Artificial Intelligence Association (AAIA) Fellow. He was elected as Fellow of the Royal Society of Canada in 2010, in the Division of Mathematical and Physical Sciences of the Academy of Science, and was awarded its 2015 Sir John William Dawson Medal for sustained excellence in multidisciplinary research, the first computer scientist to be so honoured. In 2020, Canada's national computer science association, CS-Can|Info-Can, awarded him its Award for Lifetime Achievement in Computer Science .
Personal
John Konstantine Tsotsos was born in Windsor, Ontario, to Kostas Tsotsos (of Alona Florina, Greece) and Aliki Kokotos (born on Zakynthos and raised in Corfu and Thessaloniki, Greece), both school teachers who moved to Canada in 1951. Kostas was also a published poet[23] and documented his experiences in World War II in an autobiography.[24]
Interesting ancestry elements include the following. John is a 4th-degree grandson of the composer Nikolaos Chalikiopoulos Mantzaros[25] and his wife Countess Marianna Giustiniani of the noble family of Komnenos Ioustinianos of Genoa.[26] Mantzaros, born in Corfu, founded the Ionian School of music and is notably the composer of the National Anthem of Greece.
Iakovos, the father of Nikolaos, held a Doctorate of Law from the University of Padua and served as President of the Primary Council and Advocate General of the Ionian Islands.[27] On Mar. 14, 1821, he was invested in the Knights Commanders of the Order of St. Michael and St. George.[28][27] Iakovos' uncle Georgios Chalikiopoulos Mantzaros, (and Tsotsos' 7th-degree uncle), was the 304th (and last) Protopappas of the Greek Orthodox Church on Corfu (1975-1799)[29] and the first Archbishop of Corfu. Alexandros S. Kokotos was Tsotsos' 3rd-degree uncle, and he was one of the godparents of Prince Philip, Duke of Edinburgh.
Publications
Selected books
- Tsotsos, J.K., A Computational Perspective on Visual Attention, MIT Press, (2011), ISBN 978-0-26-201541-7
- Itti, L., Rees, G., Tsotsos J.K., (editors), Neurobiology of Attention, Academic Press, (2005), ISBN 978-0-12-375731-9
- Tsotsos, J.K., Blake, A., Ohta, Y., Zucker, S., (editors), International Conference on Computer Vision, IEEE Computer Society, (1999), ISBN 0-7695-0164-8
- Jain, R., Huang, T., Tsotsos, J.K., (editors), Motion: Representation and Analysis, IEEE Computer Society Press, (1986), ISBN 0-8186-0696-7
- Badler, N.I., Tsotsos, J.K., (editors), Motion: Representation and Perception, Elsevier / North Holland, (1986), ISBN 0-444-01079-3
- Badler, N.I., Tsotsos, J.K., (editors), Motion: Representation and Perception: SIGGRAPH/SIGART Interdisciplinary Workshop, The Association for Computing Machinery, (1983), ISBN 0-89791-100-8
Selected Papers
- Modeling visual attention via selective tuning. Tsotsos, J. K., Culhane, S. M., Wai, W. Y. K., Lai, Y., Davis, N., & Nuflo, F. (1995). Artificial intelligence, 78(1-2), 507-545.
- Saliency based on information maximization. Bruce, N., & Tsotsos, J. (2006). In Advances in neural information processing systems (pp. 155–162).
- Analyzing vision at the complexity level. Tsotsos, J. K. (1990). Behavioral and brain sciences, 13(3), 423-445.
- Direct neurophysiological evidence for spatial suppression surrounding the focus of attention in vision. Hopf, J. M., Boehler, C. N., Luck, S. J., Tsotsos, J. K., Heinze, H. J., & Schoenfeld, M. A. (2006). Proceedings of the National Academy of Sciences, 103(4), 1053-1058.
- On the relative complexity of active vs. passive visual search. Tsotsos, J. K. (1992). International journal of computer vision, 7(2), 127-141.
- The complexity of perceptual search tasks. Tsotsos, J. K. (1989, August). In IJCAI (Vol. 89, pp. 1571–1577).
- A ‘complexity level’ analysis of immediate vision. Tsotsos, J. K. (1988). International Journal of Computer Vision, 1(4), 303-320.
- Efficient and generalizable statistical models of shape and appearance for analysis of cardiac MRI. Andreopoulos, A., & Tsotsos, J. K. (2008). Medical Image Analysis, 12(3), 335-357.
References
- ↑ "Computational foundations for attentive processes"
- ↑ "Computational models of visual attention"
- ↑ Wilkes, David; Tsotsos, John K. (1992). Active Object Recognition. CVPR. Champaign, Illinois, USA. pp. 136–141.
- ↑ Ye, Yiming; Tsotsos, John K. (1995). Where to Look Next in 3D Object Search. IEEE International Symposium on Computer Vision. Coral Gables, Florida, USA. pp. 539–544.
- ↑ "Cyclodisparity"
- ↑ "Hypercomplex cell"
- ↑ "Biological object recognition"
- ↑ "Visual search"
- ↑ "Visual salience"
- ↑ "Models of visual cortex"
- ↑ Bajcsy, Ruzena; Aloimonos, Yiannis; Tsotsos, John K. (2018). "Revisiting Active Perception". Autonomous Robots. 42 (2): 177–196. doi:10.1007/s10514-017-9615-3. PMC 6954017. PMID 31983809.
- ↑ Tsotsos, John K. (1985). "The Computer Assessment of Left Ventricular Wall Motion: The ALVEN Expert System". Computers and Biomedical Research. Elsevier Science. 18 (3): 254–277. doi:10.1016/0010-4809(85)90050-3. PMID 4006450.
- ↑ Andreopoulos, Alexander; Tsotsos, John K. (2008). "Efficient and generalizable statistical models of shape and appearance for analysis of cardiac MRI". Medical Image Analysis. Elsevier. 12 (3): 335–357. doi:10.1016/j.media.2007.12.003. PMID 18313974.
- ↑ Levy-Mandel, AD; Tsotsos, John K.; Venetsanopoulos, AN (1985). "Knowledge-Based Landmarking of Cephalograms". Autonomous Robots. Springer. 19: 473–478. doi:10.1007/978-3-642-52247-5_75. ISBN 978-3-642-52249-9.
- ↑ Tsotsos, John K.; Verghese, Gilbert; Dickinson, Sven; Jenkin, Michael; Jepson, A; Milios, E; Nuflo, Fernando; Stevenson, Suzanne; Black, M; Metaxas, Dimitri; Culhane, S; Ye, Y; Mann, R (1998). "PLAYBOT: A visually-guided robot for physically disabled children". Image & Vision Computing Journal. Elsevier. 16 (4): 275–292. doi:10.1016/S0262-8856(97)00088-7. S2CID 21650812.
- ↑ Brown, Robert Craig (2007). A Generation of Excellence. The Canadian Institute for Advanced Research. University of Toronto Press. ISBN 978-0-8020-9232-8.
- ↑ Government of Canada, Industry Canada (November 29, 2012). "Canada Research Chairs". www.chairs-chaires.gc.ca.
- ↑ "Homepage of IC@L"
- ↑ "//www.cs.toronto.edu/iccv99/". www.cs.toronto.edu.
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- ↑ Itti, Laurent; Rees, Geraint; Tsotsos, John K. (2005). Neurobiology of attention. Elsevier. ISBN 978-0-12-375731-9.
- ↑ Tsotsos, John K. (2011). A computational perspective on visual attention. MIT Press. ISBN 978-0-26-201541-7.
- ↑ "JKT 65 Festschrift"
- ↑ "Homepage of Kostas Tsotsos"
- ↑ Tsotsos, Kostas (2013). Adoxi Doxa (2nd ed.). John K. Tsotsos. p. 506. ISBN 978-1-3044-9589-1.
- ↑ Kardamis, K. (2015). Nikolaos Chalikiopoulos Mantzaros (in Greek). Athens, Greece: Fagotto Books. ISBN 978-960-6685-62-0.
- ↑ Belonis, Yannis (2009). Serbian and Greek art music: a patch to Western music history. Intellect Books.
- 1 2 Shaw, William Arthur (1970). The Knights of England: A Complete Record from the Earliest Time to the Present Day of the Knights of All the Orders of Chivalry in England, Scotland, and Ireland, and of Knights Bachelors. Incorporating a Complete List of Knights Bachelors Dubbed in Ireland. Vol. 1. Genealogical Publishing Com.
- ↑ Nicolas, Nicholas Harris (1842). History of the Orders of Knighthood of the British Empire; of the Order of the Guelphs of Hanover; and of the Medals, Clasps, and Crosses, Conferred for Naval and Military Services. Vol. 2. J. Hunter.
- ↑ "The Greats of Corfu Protopappas"