読者です 読者をやめる 読者になる 読者になる

Metric learning/similarly learningに関する資料集

リンク集 機械学習 深層学習 論文・資料・スライド集

スライドシェアの作者 !=  論文の著者です。とりあえず基本的なのだけ学んでいきたい...。

metric learningとは

Wikipedia

Similarity learning - Wikipedia

Tutorial on Metric Learning

http://researchers.lille.inria.fr/abellet/talks/metric_learning_tutorial_CIL.pdf

Aur´elien Bellet, Department of Computer Science Viterbi School of Engineering University of Southern California

f:id:misos:20161030060906p:plain

Metric Learning(ICML tutorial)

www.slideshare.net

基本

Distance metric learning with application to clustering with side-information.

www.andrewng.org

Xing, Eric P., et al. "Distance metric learning with application to clustering with side-information." Advances in neural information processing systems 15 (2003): 505-512.

www.slideshare.net

Distance metric learning for large margin nearest neighbor classification

http://machinelearning.wustl.edu/mlpapers/paper_files/NIPS2005_265.pdf

Weinberger, Kilian Q., John Blitzer, and Lawrence K. Saul. "Distance metric learning for large margin nearest neighbor classification." Advances in neural information processing systems. 2005.

www.slideshare.net

Information-theoretic metric learning

http://machinelearning.wustl.edu/mlpapers/paper_files/icml2007_DavisKJSD07.pdf

www.slideshare.net

Davis, Jason V., et al. "Information-theoretic metric learning." Proceedings of the 24th international conference on Machine learning. ACM, 2007.

応用

Large scale metric learning from equivalence constraints

Learning, Recognition, and Surveillance @ ICG

Köstinger, Martin, et al. "Large scale metric learning from equivalence constraints." Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on. IEEE, 2012.

Discriminative deep metric learning for face verification in the wild

Junlin Hu's Homepage

Hu, Junlin, Jiwen Lu, and Yap-Peng Tan. "Discriminative deep metric learning for face verification in the wild." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2014.

MatchNet: Unifying feature and metric learning for patch-based matching

github.com

Han, Xufeng, et al. "MatchNet: Unifying feature and metric learning for patch-based matching." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015.

OPEN Face

OpenFace

Image Completion with Deep Learning in TensorFlow

サーベイ

A survey on metric learning for feature vectors and structured data

https://arxiv.org/pdf/1306.6709.pdf

Bellet, Aurélien, Amaury Habrard, and Marc Sebban. "A survey on metric learning for feature vectors and structured data." arXiv preprint arXiv:1306.6709 (2013).