2016

Knowledge Guided Disambiguation for Large-Scale Scene Classification with Multi-Resolution CNNs

Wang, Limin, Guo, Sheng, Huang, Weilin et al.

Understand

Convolutional Neural Networks (CNNs) have made remarkable progress on scene recognition, partially due to these recent large-scale scene datasets, such as the Places and Places2.

  • Scene categories are often defined by multi-level information, including local objects, global layout, and background environment, thus leading to large intra-class variations.
  • In addition, with the increasing number of scene categories, label ambiguity has become another crucial issue in large-scale classification.
  • This paper focuses on large-scale scene recognition and makes two major contributions to tackle these issues.

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