Testing to see if Google Images can identify a case of Breast Cancer Ultrasound!

Testing to see if Google Images computer vision on images.google.com can correctly identify a case of Breast Cancer on ultrasound and match it with some similar image on its own database! It is now 2015 and I was just testing the concept. I got some NASA images, a rainy day, a couple of museum paintings etc. But no breast cancer, no ultrasound. Google Failed.

I entered breast cancer ultrasound images key words to inform the algorithm of content of the image.

Remind me to test again in a couple of months or a couple of years.


Next generation ultrasound transducers

Next generation ultrasound transducers would connect to a tablet via radio transmission.

An internal gyroscope / accelerometer would allow them to calculate elastography indices.

An internal gyroscope / accelerometer would also be useful for computing 2D-3D stiched images from a free moving transducer.

The logs of gyroscope / accelerometer would also be useful to help the examiner to find if any area has left unscreened.


Çocuğumu Hangi Üniversiteye Göndermeliyim?

Times dünya üniversiteler sıralamasını bölgeye göre renklendirdim. Font büyüklüğünü fiyata göre yapmalıydım ama daha oraya var. Sayfaya sığmayabilirdi bazı Üniversiteler. İşte liste: 1-200

1 California Institute of Technology (Caltech) USA
2 Harvard University USA
3 University of Oxford United Kingdom
4 Stanford University USA
5 University of Cambridge United Kingdom
6 Massachusetts Institute of Technology (MIT) USA
7 Princeton University USA
8 University of California, Berkeley USA
9 Imperial College London United Kingdom
9 Yale University USA
11 University of Chicago USA
12 University of California, Los Angeles (UCLA) USA
13 ETH Zürich – Swiss Federal Institute of Technology Zurich Switzerland
14 Columbia University USA
15 Johns Hopkins University USA
16 University of Pennsylvania USA
17 University of Michigan USA
18 Duke University USA
19 Cornell University USA
20 University of Toronto Canada
21 Northwestern University USA
22 University College London (UCL) United Kingdom
23 University of Tokyo Japan
24 Carnegie Mellon University USA
25 National University of Singapore (NUS) Singapore
26 University of Washington USA
27 Georgia Institute of Technology (Georgia Tech) USA
28 University of Texas at Austin USA
29 University of Illinois at Urbana-Champaign USA
29 Ludwig Maximilian University of Munich Germany
29 University of Wisconsin-Madison USA
32 University of British Columbia Canada
33 University of Melbourne Australia
34 École Polytechnique Fédérale de Lausanne Switzerland
34 London School of Economics and Political Science (LSE) United Kingdom
36 University of Edinburgh United Kingdom
37 University of California, Santa Barbara USA
38 New York University (NYU) USA
39 McGill University Canada
40 King’s College London United Kingdom
41 University of California, San Diego USA
42 Washington University in St Louis USA
43 University of Hong Kong Hong Kong
44 Karolinska Institute Sweden
45 Australian National University Australia
46 University of Minnesota USA
46 University of North Carolina at Chapel Hill USA
48 Peking University China
49 Tsinghua University China
50 Seoul National University South Korea
51 Hong Kong University of Science and Technology Hong Kong
52 Korea Advanced Institute of Science and Technology (KAIST) South Korea
52 University of Manchester United Kingdom
54 Brown University USA
55 University of California, Davis USA
55 KU Leuven Belgium
57 Boston University USA
58 Pennsylvania State University USA
59 Kyoto University Japan
60 University of Sydney Australia
61 École Polytechnique France
61 Nanyang Technological University Singapore
63 Scuola Normale Superiore di Pisa Italy
64 Leiden University Netherlands
65 University of Queensland Australia
66 Pohang University of Science and Technology (Postech) South Korea
67 University of Göttingen Germany
68 Ohio State University USA
69 Rice University USA
70 Heidelberg University Germany
71 Delft University of Technology Netherlands
72 Erasmus University Rotterdam Netherlands
73 Wageningen University and Research Center Netherlands
74 University of Bristol United Kingdom
75 University of Southern California USA
75 University of Basel Switzerland
77 University of Amsterdam Netherlands
78 École Normale Supérieure France
79 Utrecht University Netherlands
80 umboldt University of Berlin Germany
81 Free University of Berlin Germany
82 Michigan State University USA
83 Durham University United Kingdom
83 Monash University Australia
85 Middle East Technical University Turkey
86 University of Arizona USA
86 University of Notre Dame USA
88 University of California, Irvine USA
88 Tufts University USA
90 Ghent University Belgium
91 University of Massachusetts USA
91 University of Pittsburgh USA
93 Emory University USA
94 University of Glasgow United Kingdom
94 McMaster University Canada
96 Vanderbilt University USA
97 University of Colorado Boulder USA
98 Stockholm University Sweden
98 Technical University of Munich Germany
98 Uppsala University Sweden
101 Maastricht University Netherlands
102 Purdue University USA
103 University of Helsinki Finland
103 Pierre and Marie Curie University France
103 University of Warwick United Kingdom
103 University of Zurich Switzerland
107 University of Geneva Switzerland
107 Queen Mary University of London United Kingdom
109 University of California, Santa Cruz USA
109 University of New South Wales Australia
111 University of St Andrews United Kingdom
111 University of Sussex United Kingdom
113 University of Tübingen Germany
114 University of Montreal Canada
113 University of York United Kingdom
116 Case Western Reserve University USA
117 University of Groningen Netherlands
118 Royal Holloway, University of London United Kingdom
119 Lund University Sweden
120 Paris-Sud University France
121 University of Rochester USA
121 University of Sheffield United Kingdom
121 Technical University of Denmark Denmark
124 University of Alberta Canada
124 University of Cape Town South Africa
126 Boston College USA
126 University of Florida USA
126 KTH Royal Institute of Technology Sweden
129 Chinese University of Hong Kong Hong Kong
130 University of Virginia USA
131 Lancaster University United Kingdom
132 University of Bern Switzerland
132 University of Maryland, College Park USA
132 University of Southampton United Kingdom
135 Dresden University of Technology Germany
136 University of Lausanne Switzerland
136 Vrije Universiteit Amsterdam Netherlands
137 Trinity College Dublin Republic of Ireland
139 Boğaziçi University Turkey
140 Radboud University Netherlands
141 Colorado School of Mines USA
141 Texas A&M University USA
141 Tokyo Institute of Technology Japan
144 Eindhoven University of Technology Netherlands
144 Rutgers, The State University of New Jersey USA
146 University of Leeds United Kingdom
147 Brandeis University USA
148 University of Birmingham United Kingdom
148 Sungkyunkwan University (SKKU) South Korea
150 University of California, Riverside USA
150 Indiana University USA
152 Dartmouth College USA
153 Aarhus University Denmark
154 University of Exeter United Kingdom
155 National Taiwan University Taiwan
156 RWTH Aachen University Germany
157 University of Liverpool United Kingdom
157 Osaka University Japan
157 University of Western Australia Australia
160 University of Copenhagen Denmark
160 École Normale Supérieure de Lyon France
162 University of Utah USA
163 University of Freiburg Germany
164 University of Adelaide Australia
165 Istanbul Technical University Turkey
165 Karlsruhe Institute of Technology Germany
165 Pompeu Fabra University - Barcelona Spain
165 Tohoku University Japan
169 University of Miami USA
170 University of Antwerp Belgium
171 University of Nottingham United Kingdom
171 Université Catholique de Louvain Belgium
173 Georgetown University USA
173 University of Victoria Canada
175 University of Auckland New Zealand
175 University of Iowa USA
177 Syracuse University USA
178 University of Aberdeen United Kingdom
178  Joseph Fourier University France
180 University of Delaware USA
180 Paris Diderot University – Paris 7 France
182 Arizona State University USA
182 Sabancı University Turkey
182 University of Vienna Austria
185 Northeastern University USA
186 University of Oslo Norway
186 Yeshiva University USA
188 University of Ottawa Canada
188 Stony Brook University USA
188 Tel Aviv University Israel
191 University at Buffalo USA
192 City University of Hong Kong, Hong Kong
193  Fudan University China
193 Iowa State University USA
195 University of Bonn Germany
196 Lomonosov Moscow State University Russian Federation
196 St George’s, University of London United Kingdom
198 University of East Anglia United Kingdom
199 University of Leicester United Kingdom
200 Florida Institute of Technology USA