List of Figures

Figure 1: Test image of replica Hallowe'en skull showing visualisation focused on the nasal aperture and right orbit. Note the label, 'conch'

Figure 2: Same replica Hallowe'en skull photographed on a reflective metal surface showing shifted focus to both orbits and nasal aperture. Note the label, 'mask'

Figure 3: Imaginary skulls generated by Deep Convolutional Generative Adversarial Networks, trained on 1500 images collected from Instagram

Figure 4: Imaginary skulls for sale, generated by Deep Convolutional Generative Adversarial Networks trained on 6700 images collected from Instagram

Figure 5: Screenshot of the Image Classifier App running on a smartphone. The model has been trained against images from the Portable Antiquities Scheme database, Here the classifier is 97% certain that it is seeing a fibula (displayed on the website; Graham is holding the phone in front of the monitor). The label 'brooch finds' is the same label as the folder containing the original training images, where 'finds' means it was sourced from The scale bars in the image are probably to blame for the classifier's confusion

Figure 6: Communication between collectors regarding how authenticity is determined


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