James P. Howard et al. JACEP 2019;j.jacep

Slides:

Advertisements

Similar presentations

KNOWING WHICH TYPE OF GRAPH TO USE IN RESEARCH A foolproof guide to selecting the right image to convey your important message!

Advertisements

Saliency & attention (P) Lavanya Sharan April 4th, 2011.

Michigan State University 1 “Saliency-Based Visual Attention” “Computational Modeling of Visual Attention”, Itti, Koch, (Nature Reviews – Neuroscience.

P247. Figure 9-1 p248 Figure 9-2 p251 p251 Figure 9-3 p253.

A Model of Saliency-Based Visual Attention for Rapid Scene Analysis Laurent Itti, Christof Koch, and Ernst Niebur IEEE PAMI, 1998.

$100 $200 $300 $400 $500 $100 $200 $300 $400 $500 $100 $200 $300 $400 $500 $100 $200 $300 $400 $500 $100 $200 $300 $400 $500 $100 $200 $300.

EXAMPLE 3 Write the standard equation of a circle The point (–5, 6) is on a circle with center (–1, 3). Write the standard equation of the circle. SOLUTION.

Choose an image START MORE DINOSAURS REVEAL ANSWER THE SUM WOULD BE WRITTEN LIKE THIS.

Type Topic in here! Created by Educational Technology Network

EXAMPLE 1 Describe a dilation

Deep neural networks (DNNs) can successfully identify, count, and describe animals in camera-trap images. Deep neural networks (DNNs) can successfully.

التسعير الفصل الرابع عشر.

סדר דין פלילי – חקיקה ומהות ההליך הפלילי

Adil Rajwani et al. JACEP 2015;1:

Masatoshi Yamazaki et al. JACEP 2015;1:

Sigfus Gizurarson et al. JACEP 2016;2:

Chin-Yu Lin et al. JACEP 2016;2:

Steven E. Williams et al. JACEP 2017;j.jacep

Elysse C. Filipe et al. BTS 2018;3:38-53

 Click on a present to go to a question

Tom F. Brouwer et al. JACEP 2016;2:

Jonathan M. Behar et al. JACEP 2016;2:

TITLE Authors Institution

Graph the function, not by plotting points, but by starting with the graph of the standard functions {image} given in figure, and then applying the appropriate.

Michael R. Bristow et al. BTS 2018;3:1-8

Only Two Ways to Achieve Perfection

Ammar M. Killu et al. JACEP 2016;j.jacep

Amir Jadidi et al. JACEP 2018;4:

Figure 3 Potential interplay between physiological

Tarvinder S. Dhanjal et al. JACEP 2017;3:

Heiko Lehrmann et al. JACEP 2018;j.jacep

Jonathan M. Behar et al. JACEP 2017;j.jacep

Risk of bias summary for Cochrane review comparing pMDI and spacer to nebulisers to deliver β2-agonists to adults and children with acute asthma. Risk.

Øyvind H. Lie et al. JACEP 2018;j.jacep

Brian D. Williamson et al. JACEP 2017;3:

Tarvinder S. Dhanjal et al. JACEP 2017;j.jacep

Philippe Taghji et al. JACEP 2017;j.jacep

Cardiac Fibrosis at 18 Weeks Post TAC (A) Representative images (original magnification ×20) of Picrosirius red-stained cardiac tissue sections from HF +

Marwan Badri et al. JACEP 2015;1:

Vittorio Calzolari et al. JACEP 2017;3:

Henry Chubb et al. JACEP 2017;3:89-103

Anna Björkenheim et al. JACEP 2017;j.jacep

You must show all steps of your working out.

Philippe Taghji et al. JACEP 2017;j.jacep

Renal Fibrosis and Plasma Creatinine Levels at 18 Weeks Post TAC (A) Plasma creatinine levels. (B) Representative images (original magnification ×20) of.

Figure 4 Radiogenomics analysis can reveal relationships

Björn Redfors et al. JACEP 2017;j.jacep

Adam B. Greenbaum et al. JACEP 2015;1:

U-Net: Convolutional Network for Segmentation

Which of the following expressions is the equation of the function {image} {applet}

Tarvinder S. Dhanjal et al. JACEP 2017;j.jacep

Fehmi Keçe et al. JACEP 2018;j.jacep

(a) Outcrop of an anastomosing network of deformation bands; see Figure 1c for location indicated by red star. (a) Outcrop of an anastomosing network of.

Fig. 4 Comparison of East African paleotemperature data with CMIP5/PMIP3 model output. Comparison of East African paleotemperature data with CMIP5/PMIP3.

E. Kevin Heist et al. JACEP 2017;j.jacep

Shohreh Honarbakhsh et al. JACEP 2019;j.jacep

Hisa Shimojima et al. JACEP 2018;4:

Leonard M. Rademakers et al. JACEP 2016;2:

Huma Samar et al. JACEP 2017;j.jacep

Morphological features of the different MN pools.

Waqas Ullah et al. JACEP 2017;j.jacep

James A. Goldstein et al. JIMG 2008;1:

Fig. 2 Visualization of features.

Glissandi propagate from foot to foot in the CA1 to CA3 direction.

Henry Chubb et al. JACEP 2017;3:89-103

Fig. 1 STEM data: Original and processed by neural networks.

Presentation transcript:

James P. Howard et al. JACEP 2019;j.jacep.2019.02.003 Saliency Plots Saliency plots from the neural network can help guide us where to look. The answer to the question in Figure 2 is C. Saliency plots reveal that the network is focusing on a feature present in the AT500s (red circles), which is absent in the Advisas. Having this pointed out by the network now makes it easy to return to Figure 3 and correctly categorize them. These example images also demonstrate the neural network’s ability to deal with dramatic differences in image quality, radiography, penetration, and orientation. James P. Howard et al. JACEP 2019;j.jacep.2019.02.003 2019 The Authors