Deep Nearest Neighbor Anomaly Detection

A branch and bound algorithm for computing k-nearest neighbors

Fukunaga, K. and Narendra, P. M · 1975

Earlier work this paper cites.

Algorithm as 136: A k-means clustering algorithm

Hartigan, J. A. and Wong, M. A · 1979

Earlier work this paper cites.

Support vector method for novelty detection

Scholkopf, B., Williamson, R. C., Smola, A. J., Shawe-Taylor, J., and Platt, J. C · 2000

Earlier work this paper cites.

A geometric framework for unsupervised anomaly detection

Eskin, E., Arnold, A., Prerau, M., Portnoy, L., and Stolfo, S · 2002

Earlier work this paper cites.

Support vector data description

Tax, D. M. and Duin, R. P · 2004

Earlier work this paper cites.

Image quality assessment: from error visibility to structural similarity

Wang, Z., Bovik, A. C., Sheikh, H. R., and Simoncelli, E. P · 2004

Earlier work this paper cites.

Asirra: a captcha that exploits interest-aligned manual image categorization

Elson, J., Douceur, J. R., Howell, J., and Saul, J · 2007

Earlier work this paper cites.

Outlier detection with kernel density functions

Latecki, L. J., Lazarevic, A., and Pokrajac, D · 2007

Earlier work this paper cites.

Automated flower classification over a large number of classes

Nilsback, M.-E. and Zisserman, A · 2008

Earlier work this paper cites.

Robust principal component analysis?

Candès, E. J., Li, X., Ma, Y., and Wright, J · 2011

Earlier work this paper cites.

Principal component analysis

Jolliffe, I · 2011

Earlier work this paper cites.

The caltech-ucsd birds-200-2011 dataset

Wah, C., Branson, S., Welinder, P., Perona, P., and Belongie, S · 2011

Cited alongside, same era.

Learning representations for automatic colorization

Larsson, G., Maire, M., and Shakhnarovich, G · 2016

Cited alongside, same era.

Deep multi-scale video prediction beyond mean square error

Mathieu, M., Couprie, C., and LeCun, Y · 2016

Cited alongside, same era.

Unsupervised learning of visual representations by solving jigsaw puzzles

Noroozi, M. and Favaro, P · 2016

Cited alongside, same era.

Colorful image colorization

Zhang, R., Isola, P., and Efros, A. A · 2016

Cited alongside, same era.

Towards k-means-friendly spaces: Simultaneous deep learning and clustering

Yang, B., Fu, X., Sidiropoulos, N. D., and Hong, M · 2017

Cited alongside, same era.

Deep one-class classification

Ruff, L., Gornitz, N., Deecke, L., Siddiqui, S. A., Vandermeulen, R., Binder, A., Müller, E., and Kloft, M · 2018

Later among the works it cites.

The unreasonable effectiveness of deep features as a perceptual metric

Zhang, R., Isola, P., Efros, A. A., Shechtman, E., and Wang, O · 2018

Later among the works it cites.

Fast and robust segmentation of white blood cell images by self-supervised learning

Zheng, X., Wang, Y., Wang, G., and Liu, J · 2018

Later among the works it cites.

Deep autoencoding gaussian mixture model for unsupervised anomaly detection

Zong, B., Song, Q., Min, M. R., Cheng, W., Lumezanu, C., Cho, D., and Chen, H · 2018

Later among the works it cites.

Detecting semantic anomalies

Original

Ahmed, F. and Courville, A · 2019

Later among the works it cites.

Group anomaly detection via graph autoencoders