Scale equivariance in CNNs with vector fields

Learning invariant representations with local transformations

Sohn, Kihyuk and Lee, Honglak · 2012

Earlier work this paper cites.

Locally scale-invariant convolutional neural networks

Original

Kanazawa, Angjoo, Sharma, Abhishek, and Jacobs, David · 2014

Earlier work this paper cites.

Scale-invariant convolutional neural networks

Original

Xu, Yichong, Xiao, Tianjun, Zhang, Jiaxing, Yang, Kuiyuan, and Zhang, Zheng · 2014

Earlier work this paper cites.

Group equivariant convolutional networks

Cohen, Taco and Welling, Max · 2016

Earlier work this paper cites.

Exploiting cyclic symmetry in convolutional neural networks

Original

Dieleman, Sander, De Fauw, Jeffrey, and Kavukcuoglu, Koray · 2016

Earlier work this paper cites.

Ti-pooling: transformation-invariant pooling for feature learning in convolutional neural networks

Laptev, Dmitry, Savinov, Nikolay, Buhmann, Joachim M, and Pollefeys, Marc · 2016

Cited alongside, same era.

Rotation equivariant vector field networks

Marcos, Diego, Volpi, Michele, Komodakis, Nikos, and Tuia, Devis · 2017

Cited alongside, same era.

Equivariance through parameter-sharing

Original

Ravanbakhsh, Siamak, Schneider, Jeff, and Poczos, Barnabas · 2017

Cited alongside, same era.

Learning steerable filters for rotation equivariant cnns

Original

Weiler, Maurice, Hamprecht, Fred A, and Storath, Martin · 2017

Cited alongside, same era.

Harmonic networks: Deep translation and rotation equivariance

Worrall, Daniel E, Garbin, Stephan J, Turmukhambetov, Daniyar, and Brostow, Gabriel J · 2017

Later among the works it cites.

Scale-adaptive convolutions for scene parsing

Zhang, Rui, Tang, Sheng, Zhang, Yongdong, Li, Jintao, and Yan, Shuicheng · 2017

Later among the works it cites.

Oriented response networks

Zhou, Yanzhao, Ye, Qixiang, Qiu, Qiang, and Jiao, Jianbin · 2017

Later among the works it cites.

Tensor field networks: Rotation-and translation-equivariant neural networks for 3d point clouds

Original

Thomas, Nathaniel, Smidt, Tess, Kearnes, Steven, Yang, Lusann, Li, Li, Kohlhoff, Kai, and Riley, Patrick · 2018

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