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that screenshots
                                                                                                   may differ from the
                                                                                                   actual application
                                                                                                   since development
                                                                                                   is still ongoing) with
                                                                                                   descriptive but-
                                                                                                   tons, as well as an
                                                                                                   explanation canvas
                                                                                                   on the right, which
                                                                                                   guides the investi-
                                                                                                   gator through the
                                                                                                   app, and can display
                                                                                                   a description of the
                                                                                                   function of each but-
                                                                                                   ton by right-clicking
                                                                                                   the button. The
                                                                                                   figure also shows an
                                                                                                   example of a cluster
                                                                                                   generated by ImEx
                                                                                                   containing 79 imag-
        Figure 6. ImEx user interface with example cluster of vertical tail.                       es of the vertical tail.


                                                                                                   Conclusion
                                                                                                   In this paper, an
                                                                                                   application is
                                                                                                   presented that was
                                                                                                   developed after
                                                                                                   the Flight MH17
                                                                                                   investigation showed
                                                                                                   its necessity. ImEx
                                                                                                   generates clusters
                                                                                                   with images contain-
                                                                                                   ing similar content,
                                                                                                   based on features
                                                                                                   extracted with a
                                                                                                   neural network. This
                                                                                                   allows the investi-
                                                                                                   gator to efficiently
                                                                                                   explore and search
                                                                                                   through a large im-
                                                                                                   age collection, bring
        Figure 7. ImEx user interface showing overall progress (left part) and a Sankey diagram showing the progress of   structure to the data
        the buckets capturing the categorization performed by the investigator (right part).       by placing images
                                                                                                   into user-defined
        tion, the Sankey diagram in Figure 7 shows that parts of   of the exploration-search axis. After a large   buckets, and show
        the wings were located both in site 4 and site 6, because   bonfire during New Year’s Eve on the beach got   the relationships
        images containing wings were placed in the “wings”   out of hand, the Dutch Safety Board started an   between the buckets
        bucket, but also in the “site 4” and “site 6” buckets.   investigation. Approximately 4,000 images were   through the Sankey
                                                         collected from citizens, police, and journalists.   diagram. This makes
        Successful Use Case                              ImEx was then used to find all images showing   analyzing a large
        While the application was developed in light of the   the tower of pallets before it was set on fire. By   and complex image
        Flight MH17 investigation, it is not the only investiga-  making use of the cluster overview, relevant   collection achievable
        tion with a large number of photos, as nowadays almost   clusters were quickly identified, allowing for   through an efficient
        everyone has a camera on their phone with them at all   efficient browsing of the image collection. ImEx   and clear process.
        times, and thus crashes and other incidents and their   greatly reduced the time needed to find the   The app can be
        aftermath are sometimes captured by many people. To   relevant images, as only a small part of the im-  downloaded for free
        see how the application generalizes to other cases, the   age collection needed to be inspected in close   at https://tinyurl.
        following use case is discussed.                 detail.                                   com/imexapplica-
          This use case focused mainly on the search part   Figure 6 shows the main user interface (note   tion.
                                                                                    January-March 2021 ISASI Forum  •  27
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