2.4k citations · 7.8k across the 82 of their papers we have counts for
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cs.GR2015★ 2.4k cited
ShapeNet: An Information-Rich 3D Model Repository
Angel X. Chang, Thomas Funkhouser, Leonidas Guibas +10
We present ShapeNet: a richly-annotated, large-scale repository of shapes represented by 3D CAD models of objects. ShapeNet contains 3D models from a multitude of semantic categori…
cs.CV2015★ 1.6k cited
Multi-Scale Context Aggregation by Dilated Convolutions
Fisher Yu, Vladlen Koltun
State-of-the-art models for semantic segmentation are based on adaptations of convolutional networks that had originally been designed for image classification. However, dense pred…
cs.CV2015★ 1.3k cited
LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop
Fisher Yu, Ari Seff, Yinda Zhang +3
While there has been remarkable progress in the performance of visual recognition algorithms, the state-of-the-art models tend to be exceptionally data-hungry. Large labeled traini…