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From Bits to Images: Inversion of Local Binary Descriptors
PrePrint
ISSN: 0162-8828
Emmanuel d'Angelo, Advanced Silicon S.A., Lausanne
Laurent Jacques, Université catholique de Louvain UCL), Louvain
Alexandre Alahi, Stanford University, Stanford
Pierre Vandergheynst, Ecole Polytechnique Fédérale de Lausanne, Lausanne
Local Binary Descriptors are becoming more and more popular for image matching tasks, especially when going mobile. While they are extensively studied in this context, their ability to carry enough information in order to infer the original image is seldom addressed. In this work, we leverage an inverse problem approach to show that it is possible to directly reconstruct the image content from Local Binary Descriptors. This process relies on very broad assumptions besides the knowledge of the pattern of the descriptor at hand. This generalizes previous results that required either a prior learning database or non-binarized features. Furthermore, our reconstruction scheme reveals differences in the way different Local Binary Descriptors capture and encode image information. Hence, the potential applications of our work are multiple, ranging from privacy issues caused by eavesdropping image keypoints streamed by mobile devices to the design of better descriptors through the visualization and the analysis of their geometric content.
Index Terms:
Reconstruction,Computer vision,Image Processing and Computer Vision,Feature representation,Representations,data structures,and transforms
Citation:
Emmanuel d'Angelo, Laurent Jacques, Alexandre Alahi, Pierre Vandergheynst, "From Bits to Images: Inversion of Local Binary Descriptors," IEEE Transactions on Pattern Analysis and Machine Intelligence, 22 Nov. 2013. IEEE computer Society Digital Library. IEEE Computer Society, <http://doi.ieeecomputersociety.org/10.1109/TPAMI.2013.228>
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