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An End-to-End Tree Based Approach for Instance Segmentation

  • K. V. ManoharEmail author
  • Yusuke NiitaniEmail author
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 11133)

Abstract

This paper presents an approach for bottom-up hierarchical instance segmentation. We propose an end-to-end model to estimate energies of regions in an hierarchical region tree. To this end, we introduce a Convolutional Tree-LSTM module to leverage the tree-structured network topology. For constructing the hierarchical region tree, we utilize the accurate boundaries predicted from a pre-trained convolutional oriented boundary network. We evaluate our model on PASCAL VOC 2012 dataset showing that we obtain good trade-off between segmentation accuracy and time taken to process a single image.

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Copyright information

© Springer Nature Switzerland AG 2019

Authors and Affiliations

  1. 1.IIT KharagpurKharagpurIndia
  2. 2.Preferred Networks Inc.TokyoJapan

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