今回の論文: Sketch Me That Shoe • Φʔϥϧ( Object Recognition and Detection ) • Qian Yu et al. • Sketch X lab, Queen Mary University of London, London, UK – http://sketchx.eecs.qmul.ac.uk/ – SBIRʹؔ͢Δݚڀ͕࠷ଟ͘ɺεέονͷੜɾ؆ུԽͳͲݚڀ͞Εͯ Δ ϙΠϯτ • ΫϩευϝΠϯͷর߹ͷ͠͞ʹ͍͍ͭͯͯ͡Δ͜ͱ • ผυϝΠϯͰಉ͡CNNΛར༻͢ΔͨΊͷֶशํ๏ͷ • σΟʔϓʹֶश͢ΔͨΊʹগͳ͗͢ΔσʔληοτΛɺଞͷ ༻ͷσʔληοτΛ༻͍ͨసҠֶशʹΑͬͯิڧ͍ͯ͠Δ • ݁ہɺͱͯ৽͍͠ख๏ΛఏҊͨ͠Θ͚Ͱͳ͘ɺ࡞ۀखॱΛఏҊ ͍ͯ͠Δ͜ͱʹҙ 4
ࢀߟจݙ • F.Wang, L. Kang, and Y. Li. Sketch-based 3d shape retrieval using convolutional neural networks. In CVPR, 2015. – εέον͔Β3DϞσϧΛর߹͢Δ – TripletͰͳ͘PairwiseͳϩεΛͬͯΔ – Heterogeneus • S. Schaefer, T. McPhail, and J. Warren. Image deformation using moving least squares. In ACM Transactions on Graphics(TOG), 2006. – %ataAugmentationͰ͔ͭͬͨɺStroke Deformation • C. L. Zitnick and P. Dollar. Edge boxes: Locating object proposals from edges. In ECCV, 2014 – ࠓճͬͨΤοδݕग़ 35