Zero-Shot Learning via Low-Rank-Representation Based Manifold Regularization

@article{Meng2018ZeroShotLV,
  title={Zero-Shot Learning via Low-Rank-Representation Based Manifold Regularization},
  author={Min Meng and Xiaoyu Zhan},
  journal={IEEE Signal Processing Letters},
  year={2018},
  volume={25},
  pages={1379-1383}
}
In this letter, we propose a novel low-rank-represen-tation (LRR) based manifold-regularization approach for zero-shot learning (ZSL). Most existing regularization-based ZSL approaches perform the alignment between visual feature space and semantic space based on the affinity matrix constructed from the test instances. The affinity matrix plays a significant role in exploiting the manifold structures of visual feature space, hence we propose to use the LRR to guide the affinity-matrix… CONTINUE READING

References

Publications referenced by this paper.
SHOWING 1-10 OF 41 REFERENCES

Zero Shot Learning via Multi-scale Manifold Regularization

  • 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  • 2017
VIEW 5 EXCERPTS
HIGHLY INFLUENTIAL

Transductive Multi-View Zero-Shot Learning

  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • 2015
VIEW 5 EXCERPTS
HIGHLY INFLUENTIAL

Exclusivity-Consistency Regularized Multi-view Subspace Clustering

  • 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  • 2017
VIEW 1 EXCERPT

From Zero-Shot Learning to Conventional Supervised Classification: Unseen Visual Data Synthesis

  • 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  • 2017
VIEW 1 EXCERPT

Iterative Reweighting Heterogeneous Transfer Learning Framework for Supervised Remote Sensing Image Classification

  • IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  • 2017
VIEW 1 EXCERPT

Low-Rank Embedded Ensemble Semantic Dictionary for Zero-Shot Learning

  • 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  • 2017
VIEW 1 EXCERPT

Zero-Shot Learning With Transferred Samples

  • IEEE Transactions on Image Processing
  • 2017
VIEW 1 EXCERPT

Zero-Shot Recognition Using Dual Visual-Semantic Mapping Paths

  • 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  • 2017
VIEW 1 EXCERPT

Similar Papers

Loading similar papers…