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By Floris Gisolf, Dutch Safety Board Investigator and Data Analyst for the Maritime Department; Zeno
        Geradts, Senior Forensic Scientist at the Netherlands Forensic Institute of the Ministry of Security and Justice
        at the Forensic Digital Biometrics Traces Department; and Marcel Worring, Computer Science Professor,
        University of Amsterdam
        ANALYZING LARGE AND COMPLEX IMAGE COLLECTIONS


        (Adapted with permission from the authors’ technical paper Analyzing Large and Complex Image Collections During a Safety Investigation presented
        during ISASI 2019, Sept. 3–5, 2019, in The Hague, the Netherlands. The theme for ISASI 2019 was “Future Safety: Has the Past Become Irrelevant?” The
        full presentation can be found on the ISASI website at www.isasi.org in the Library tab under Technical Presentations.—Editor)

              n July 17, 2014, Flight MH17   tion can be used are also presented.  shown on the image; it was hard to keep
              crashed due to the detonation   Image Analysis in the MH17 Crash    track of which images had been seen by
              of a warhead launched from the                                      the investigators; our PCs and Windows
        Oeastern part of Ukraine using a     Investigation                        Explorer could not keep up with display-
        Buk missile system. Because the remains   The overarching question of the inves-  ing large folders with many images; and
        of the airplane were located in an area   tigation was what happened to Flight   going through all the images one by one
        of ongoing armed conflict, it was not   MH17. The main goal of the photo and   was very time consuming.
        possible to secure the physical investi-  video analysis was to find which wreck-  A software tool called Netclean Analyze
        gation material, and an extensive inves-  age pieces were found where. Once access   (now known as Griffeye Analyze) was sug-
        tigation could not be conducted at the   was gained to the crash site, having this   gested by Team High Tech Crime of the
        crash site right away. For this reason, an   information made it more efficient to   Dutch police. This tool allows for quickly
        important part of the investigation by   decide which pieces to get and where to   browsing through many images by gen-
        the Dutch Safety Board consisted of the   get them. Furthermore, it assisted in an-  erating thumbnails, and it allows for tag-
        manual analysis of the photos and videos   swering the main question by providing   ging images with multiple tags, which can
        acquired by Ukrainian and Malaysian in-  information about the breakup sequence   subsequently be used to filter. It solved
        vestigators, the Australian Federal Police,   and the state of the wreckage pieces right   several of the aforementioned problems.
        the OCSE, journalists, and local people.   after the crash.               However, it was still time consuming, and
        In total, approximately 20,000 photos and   The analysis started fairly simplistic by   the interface to tag images was somewhat
        3,000 videos were collected.         filtering out unwanted files (e.g., nonim-  cumbersome, requiring multiple clicks.
          In this paper, the photo and video anal-  age files, thumbnails, low flight resolu-  The image and video analysis resulted
        ysis performed by the Dutch Safety Board   tion images) and by sorting images into   in several “products” for the investigation
        will be described, the lessons learned,   folders with several categories, such as   team and for the report. First, an over-
        and the ways we have sought to improve   engines, wings, cockpit, etc. Due to the   view was created of the whole crash site,
        the efficiency of the analysis of large and   complexity and large number of images,   subdivided into smaller areas, both based
        complex image collections to support   this quickly became hard to manage.   on their location and on the airplane
        future investigations. Finally, the appli-  Many images contained multiple objects;   parts that were found there (see Figure 1).
        cation developed based on these lessons   many images could not be classified right   Together with the side view (see Figure
        and a use case to show how the applica-  away, as it was unclear what was actually   2), it gave a quick and clear idea of the
                                                                                  general breakup sequence.
                                                                                    Then, for each area a more detailed
                                                                                  map was created with the exact location
                                                                                  of all the identified wreckage pieces (see
                                                                                  Figure 4, page 26). In some cases, it was
                                                                                  easy to find the exact location, due to
                                                                                  GPS data included with the photo. In
                                                                                  most cases, however, no GPS data was
                                                                                  available, and satellite imagery and the
                                                                                  linking of multiple photos were needed
                                                                                  to pinpoint the location. For example, the
                                                                                  piece in Figure 3 was found by finding the
                                                                                  two houses in the background, one with a
                                                                                  green roof, a slight extension to the side,
                                                                                  and an extension to the back on the left;
                                                                                  and the house with the grey roof on the
                                                                                  right.

        Figure 1. Overview of wreckage area showing the six smaller sites. (Source of satellite   Improving the Image Analysis Process
        images: Google Earth/Digital Global)                                      Where the above explained how the

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