Difference between revisions of "DSC180F20W10"

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(Report)
(Report)
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Write a 3-6 pages long report on your final replication project. Include the following components:
 
Write a 3-6 pages long report on your final replication project. Include the following components:
  
* Summary of replication result
+
* Summarize your replication result
** Include at least two images: one in which the classification works well and the GradCAM images confirm it. And one where the classification is wrong and GradCAM helps to know why.
+
** Include at least six images with heatmaps: three with correct predictions and three with incorrect predictions.
* Shortcomings
+
* Discuss shortcomings of your approach
* Possible improvements
+
* List possible improvements
* Conclusions
+
* Conclusions: summarize what you learned from the project
  
 
==Code==
 
==Code==

Revision as of 22:48, 13 December 2020

Final Replication Checkpoint

The goal of the final project is to apply the Grad-CAM algorithm to the COCO dataset.

Report

Write a 3-6 pages long report on your final replication project. Include the following components:

  • Summarize your replication result
    • Include at least six images with heatmaps: three with correct predictions and three with incorrect predictions.
  • Discuss shortcomings of your approach
  • List possible improvements
  • Conclusions: summarize what you learned from the project

Code

  • Develop functional Grad-CAM code which uses the COCO data set
  • Develop code that generates an analysis and figures for results
  • Use this code as a basis