Your IP : 216.73.216.40
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Biomedical Image Analysis
</span></b><span style='font-size:16.0pt;
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HI'><o:p></o:p></span></p>
<div align='right'><a href='Course4a.pdf'>Course Brochure</a></div>
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</span><b><span style='font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";color:#333333;mso-bidi-language:HI'>Overview</span></b><span
style='font-size:14.0pt;line-height:150%;font-family:"Times New Roman","serif";
mso-fareast-font-family:"Times New Roman";mso-bidi-language:HI'><o:p></o:p></span></p>
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150%'><span style='font-size:10.0pt;line-height:150%;font-family:"Helvetica","sans-serif";
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</span><span style='font-size:10.0pt;line-height:150%;font-family:"Helvetica","sans-serif";
mso-fareast-font-family:"Times New Roman";mso-bidi-language:HI'>
This course will cover, Image formation and visual perceptual processing. Digital image representation. Two-dimensional signals and systems. The two
-dimensional Fourier transform. Removal of noise and artifacts in images. Image enhancement. Image segmentation and detection of regions of interest. Shape an
alysis. Texture analysis. Introduction to image understanding and computer-aided diagnosis. Case studies from current applications and research.
<o:p></o:p></span></p>
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This is a full course of duration 10 days and requiring 40 hours of lectures contact hours. It is proposed to have two sessions of two lecture hours per day. It is highly
recommended that the course attendees work on laboratory exercises and/or a project on biomedical image analysis; see http://people.ucalgary.ca/~ranga. This part and
any exams may be managed by host faculty member or staff of the sponsoring local organization.
<o:p></o:p></span></p>
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<ul style='margin-top:0cm' type=disc>
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style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Course Start Date: 11/12/2016;
Course End Date:20/12/2016<o:p></o:p></span></li>
<li class=MsoNormal style='margin-top:3.75pt;margin-bottom:3.75pt;
text-align:justify;line-height:13.95pt;mso-list:l2 level1 lfo8'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Number of Participants
(maximum): 50 (Preference will be given to the participants registering
against 2 Credits)<o:p></o:p></span></li>
<li class=MsoNormal style='margin-top:3.75pt;margin-bottom:3.75pt;
text-align:justify;line-height:13.95pt;mso-list:l2 level1 lfo8'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>How are machine learning
algorithms evaluated? How do we interpret their results? (1 Lecture)<o:p></o:p></span></li>
</ul>
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<ul style='margin-top:0cm' type=disc>
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style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Fairness: (6 lectures)<o:p></o:p></span></li>
</ul>
<p class=MsoListParagraphCxSpFirst style='margin-top:3.75pt;margin-right:
0cm;margin-bottom:3.75pt;margin-left:72.0pt;mso-add-space:auto;text-align:
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style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
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style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>What is fairness?<o:p></o:p></span></p>
<p class=MsoListParagraphCxSpLast style='margin-top:3.75pt;margin-right:0cm;
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style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
Helvetica;mso-bidi-language:HI'><span style='mso-list:Ignore'>–<span
style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Fairness-preserving methods:
modifying the classier, or modifying the data, or modifying the results.<o:p></o:p></span></p>
<ul style='margin-top:0cm' type=disc>
<li class=MsoNormal style='margin-top:3.75pt;margin-bottom:3.75pt;
text-align:justify;line-height:13.95pt;mso-list:l2 level1 lfo8'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Interpretable machine learning:
(4 Lectures)<o:p></o:p></span></li>
</ul>
<p class=MsoListParagraphCxSpFirst style='margin-top:3.75pt;margin-right:
0cm;margin-bottom:3.75pt;margin-left:72.0pt;mso-add-space:auto;text-align:
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style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
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style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>How can we interpret the results of
machine learning in a user-friendly way,<o:p></o:p></span></p>
<p class=MsoListParagraphCxSpLast style='margin-top:3.75pt;margin-right:0cm;
margin-bottom:3.75pt;margin-left:72.0pt;mso-add-space:auto;text-align:justify;
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style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
Helvetica;mso-bidi-language:HI'><span style='mso-list:Ignore'>–<span
style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Can we generate causal explanations
as opposed to correlations?<o:p></o:p></span></p>
<ul style='margin-top:0cm' type=disc>
<li class=MsoNormal style='margin-top:3.75pt;margin-bottom:3.75pt;
text-align:justify;line-height:13.95pt;mso-list:l2 level1 lfo8'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Verifiable learning (2 Lectures)<o:p></o:p></span></li>
</ul>
<p class=MsoListParagraph style='margin-top:3.75pt;margin-right:0cm;
margin-bottom:3.75pt;margin-left:72.0pt;mso-add-space:auto;text-align:justify;
text-indent:-18.0pt;line-height:13.95pt;mso-list:l2 level2 lfo8'><![if !supportLists]><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
Helvetica;mso-bidi-language:HI'><span style='mso-list:Ignore'>–<span
style='font:7.0pt "Times New Roman"'> </span></span></span><![endif]><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Can we verify the results of a
machine learning task even if we can’t compute the results ourselves?<o:p></o:p></span></p>
<ul style='margin-top:0cm' type=disc>
<li class=MsoNormal style='margin-top:3.75pt;margin-bottom:3.75pt;
text-align:justify;line-height:13.95pt;mso-list:l2 level1 lfo8'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Case studies of bias in machine
learning (2 Lectures)<o:p></o:p></span></li>
<li class=MsoNormal style='color:#666666;margin-top:3.75pt;margin-bottom:
3.75pt;text-align:justify;line-height:13.95pt;mso-list:l2 level1 lfo8'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";color:windowtext;mso-bidi-language:HI'>Tutorials/Discussions
(5 Hours)</span><span style='font-size:10.0pt;font-family:"Helvetica","sans-serif";
mso-fareast-font-family:"Times New Roman";mso-bidi-language:HI'><o:p></o:p></span></li>
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<p class=MsoNormal style='margin-top:7.5pt;margin-right:0cm;margin-bottom:
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style='font-size:13.5pt;font-family:"inherit","serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-font-family:Helvetica;color:white;mso-bidi-language:
HI'>Who can attend<span class=GramE>...</span><o:p></o:p></span></p>
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<p class=MsoListParagraphCxSpFirst style='margin-top:0cm;margin-right:0cm;
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text-indent:-17.85pt;line-height:13.95pt;mso-list:l10 level1 lfo11'><![if !supportLists]><span
style='font-size:10.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;
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style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Faculties, Engineers, Scientists, and
Researchers from academic, industrial and government organizations including
R&D laboratories from India or abroad.<o:p></o:p></span></p>
<p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm;
margin-bottom:12.0pt;margin-left:35.7pt;mso-add-space:auto;text-align:justify;
line-height:13.95pt'><span style='font-size:7.0pt;font-family:"Helvetica","sans-serif";
mso-fareast-font-family:"Times New Roman";mso-bidi-language:HI'><o:p> </o:p></span></p>
<p class=MsoListParagraphCxSpMiddle style='margin-bottom:0cm;margin-bottom:
.0001pt;mso-add-space:auto;text-align:justify;text-indent:-18.0pt;line-height:
13.95pt;mso-list:l10 level1 lfo11'><![if !supportLists]><span
style='font-size:10.0pt;font-family:Wingdings;mso-fareast-font-family:Wingdings;
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style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Students at all levels (BE/<span
class=SpellE>BTech</span>/MSc/ME/<span class=SpellE>MTech</span>/PhD/Other)
from academic and technical institutions/universities from India or abroad.<o:p></o:p></span></p>
<p class=MsoListParagraphCxSpLast style='margin-bottom:0cm;margin-bottom:
.0001pt;mso-add-space:auto;text-align:justify;line-height:13.95pt'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'><o:p> </o:p></span></p>
<p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;text-align:justify;line-height:13.95pt'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Number of participants for the course
will be limited to fifty. Preference will be given to the participants opting
against credits.<span style='color:#333333'><o:p></o:p></span></span></p>
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<p class=MsoNormal style='margin-top:7.5pt;margin-right:0cm;margin-bottom:
7.5pt;margin-left:0cm;line-height:normal;mso-outline-level:4'><span
style='font-size:13.5pt;font-family:"inherit","serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-font-family:Helvetica;color:white;mso-bidi-language:
HI'>Fees<o:p></o:p></span></p>
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<p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
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style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>The participation fees for taking the
course is as follows:<o:p></o:p></span></p>
<p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:15.7pt;margin-bottom:.0001pt;line-height:13.95pt'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'><o:p> </o:p></span></p>
<p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm;
margin-left:36.0pt;margin-bottom:.0001pt;line-height:13.95pt'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>Participants from abroad : US $500<br>
Industry/Research Organizations: INR 10,000<br>
Academic Institutions: INR 2,000 (half for SC/ST students)<o:p></o:p></span></p>
<p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:7.5pt;
margin-left:15.7pt;line-height:13.95pt'><span style='font-size:10.0pt;
font-family:"Helvetica","sans-serif";mso-fareast-font-family:"Times New Roman";
mso-bidi-language:HI'><o:p> </o:p></span></p>
<p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:7.5pt;
margin-left:15.7pt;text-align:justify;line-height:13.95pt'><span
style='font-size:10.0pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";mso-bidi-language:HI'>The above fee include all
instructional materials, computer use for tutorials and assignments,
laboratory equipment usage charges, 24 hours free internet facility. The
participants will be provided with accommodation on payment basis.<span
style='color:#333333'><o:p></o:p></span></span></p>
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color:#333333;mso-bidi-language:HI'><o:p> </o:p></span></p>
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margin-left:0cm;line-height:normal;mso-outline-level:4'><b><span
style='font-size:13.5pt;font-family:"Helvetica","sans-serif";mso-fareast-font-family:
"Times New Roman";color:#333333;mso-bidi-language:HI'>The Faculty<o:p></o:p></span></b></p>
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<span style='font-size:10.0pt;line-height:150%;font-family:"Helvetica","sans-serif";
mso-fareast-font-family:"Times New Roman";color:#333333;mso-bidi-language:
HI'> </span><a href="http://www.cs.utah.edu/~suresh/web/"><b><span
style='font-size:9.5pt;line-height:150%;font-family:"Bookman Old Style","serif";
mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica;
color:#00A3D3;mso-bidi-language:HI;text-decoration:none;text-underline:none'>Prof.
Rangaraj Mandayam <span class=SpellE>Rangayyan</span></span></b></a><span
style='font-size:9.5pt;line-height:150%;font-family:"Helvetica","sans-serif";
mso-fareast-font-family:"Times New Roman";color:#333333;mso-bidi-language:
HI'> </span><span style='font-size:9.5pt;line-height:150%;font-family:
"Helvetica","sans-serif";mso-fareast-font-family:"Times New Roman";
mso-bidi-language:HI'>
<p>
B.E. in Electronics and Communication (University of Mysore, India)
<br>
Ph.D. in Electrical (Biomedical) Engineering (Indian Institute of Science, Bangalore, India)
<br>
P.Eng., Province of Alberta, Canada
<br>
Fellow, IEEE: Institute of Electrical and Electronics Engineers
<br>
Fellow, EIC: Engineering Institute of Canada
<br>
Fellow, AIMBE: American Institute for Medical and Biological Engineering
<br>
Fellow, SPIE: The International Society for Optical Engineering
<br>
Fellow, SIIM: Society for Imaging Informatics in Medicine
<br>
Fellow, CMBES: Canadian Medical and Biological Engineering Society
<br>
Fellow, CAE: Canadian Academy of Engineering
</p>
<b>Positions held</b>
<p>
Professor Emeritus of Electrical and Computer Engineering, University of Calgary (2016- )
<br>
Professor, Department of Electrical and Computer Engineering, University of Calgary (1989-2016)
<br>
Adjunct Professor, Department of Surgery and Department of Radiology, University of Calgary (1992-2018)
<br>
"University Professor," University of Calgary (2003-2013)
<br>
Associate Vice-President (Research), University of Calgary (2000-2002)
<br>
Acting Head, Department of Electrical and Computer Engineering, University of Calgary (1991-1992)
<br>
Associate Head (Undergraduate Studies), Department of Electrical and Computer Engineering, University of Calgary (1993-1994)
<br>
Associate Professor, Department of Electrical Engineering, University of Calgary (1984-89)
<br>
Assistant Professor, Department of Electrical Engineering, University of Manitoba, Winnipeg, Canada (1982-84)
<br>
Systems Analyst, Department of Pathology, University of Manitoba, Winnipeg, Canada (1981-82)
<br>
Project Assistant, School of Automation, Indian Institute of Science, Bangalore, India (1980-81)
</p>
<o:p></o:p></span></p>
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mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica;
color:#333333;mso-bidi-language:HI'> </span><a
href="http://profile.iiita.ac.in/am/"><b><span
style='font-size:9.5pt;line-height:150%;font-family:"Bookman Old Style","serif";
mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica;
color:#00A3D3;mso-bidi-language:HI;text-decoration:none;text-underline:none'>Dr.
<span class=SpellE>Ashutosh</span> Mishra</span></b></a><span
style='font-size:9.5pt;line-height:150%;font-family:"Helvetica","sans-serif";
mso-fareast-font-family:"Times New Roman";color:#333333;mso-bidi-language:
HI'> </span><span style='font-size:9.5pt;line-height:150%;font-family:
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<o:p></o:p></span></p>
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"Times New Roman";mso-bidi-font-family:Helvetica;color:white;mso-bidi-language:
HI'>Course Coordinator<o:p></o:p></span></p>
<p class=MsoNormal style='margin-bottom:0cm;margin-bottom:.0001pt;line-height:
13.95pt'><span style='font-size:10.0pt;font-family:"Helvetica","sans-serif";
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<span class=SpellE>Ashutosh</span> Mishra<br>
Phone: 0532-2922539<br>
Email: <span class=SpellE>am</span> {at} <span class=SpellE>iiita</span>
{dot} ac {dot} in<br>
.......................................................<br>
</span>https://gian.iiita.ac.in/<span style='font-size:10.0pt;font-family:
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mso-fareast-font-family:"Times New Roman";mso-bidi-language:HI'><o:p> </o:p></span></p>
</div>