14.5.8.4.1 Capsule Networks

Chapter Contents (Back)
Capsule Network.

Xiang, C., Zhang, L., Tang, Y., Zou, W., Xu, C.,
MS-CapsNet: A Novel Multi-Scale Capsule Network,
SPLetters(25), No. 12, December 2018, pp. 1850-1854.
IEEE DOI 1812
feature extraction, image classification, image representation, network theory (graphs), image classification, deep learning BibRef

Zhu, K.Q.[Kai-Qiang], Chen, Y.S.[Yu-Shi], Ghamisi, P.[Pedram], Jia, X.P.[Xiu-Ping], Benediktsson, J.A.[Jón Atli],
Deep Convolutional Capsule Network for Hyperspectral Image Spectral and Spectral-Spatial Classification,
RS(11), No. 3, 2019, pp. xx-yy.
DOI Link 1902
BibRef

Rosario, V.M.d., Borin, E., Breternitz, M.,
The Multi-Lane Capsule Network,
SPLetters(26), No. 7, July 2019, pp. 1006-1010.
IEEE DOI 1906
convolutional neural nets, learning (artificial intelligence), parallel processing, multilane capsule network, MLCN, CNN BibRef

Paoletti, M.E.[Mercedes E.], Haut, J.M.[Juan M.], Fernandez-Beltran, R., Plaza, J.[Javier], Plaza, A.J.[Antonio J.], Li, J.[Jun], Pla, F.[Filiberto],
Capsule Networks for Hyperspectral Image Classification,
GeoRS(57), No. 4, April 2019, pp. 2145-2160.
IEEE DOI 1904
convolutional neural nets, hyperspectral imaging, image classification, learning (artificial intelligence), hyperspectral imaging (HSI) See also Deep Pyramidal Residual Networks for Spectral-Spatial Hyperspectral Image Classification. BibRef

Ding, X., Wang, N., Gao, X., Li, J., Wang, X., Liu, T.,
Group Feedback Capsule Network,
IP(29), 2020, pp. 6789-6799.
IEEE DOI 2007
Routing, Neurons, Transforms, Heuristic algorithms, Convolution, Nose, Capsule networks, network architecture design BibRef

Mandal, B.[Bodhisatwa], Sarkhel, R.[Ritesh], Ghosh, S.[Swarnendu], Das, N.[Nibaran], Nasipuri, M.[Mita],
Two-phase Dynamic Routing for Micro and Macro-level Equivariance in Multi-Column Capsule Networks,
PR(109), 2021, pp. 107595.
Elsevier DOI 2009
Dynamic routing, Routing by agreement, Multi-level, Multi-column neural network, Capsule networks BibRef

Wen, X., Han, Z., Liu, X., Liu, Y.S.,
Point2SpatialCapsule: Aggregating Features and Spatial Relationships of Local Regions on Point Clouds Using Spatial-Aware Capsules,
IP(29), 2020, pp. 8855-8869.
IEEE DOI 2009
Feature extraction, Shape, Routing, Aggregates, Machine learning, Spatial resolution, Point cloud, capsule network BibRef

Amira, O.[Ouafa], Xu, S.[Shuang], Du, F.[Fang], Zhang, J.[Jiangshe], Zhang, C.X.[Chun-Xia], Hamza, R.[Rafik],
Weighted-capsule routing via a fuzzy gaussian model,
PRL(138), 2020, pp. 424-430.
Elsevier DOI 1806
Capsule network, Deep learning, Image classification, Weighted capsule fuzzy gaussian model, Pose loss BibRef

Xiang, C., Wang, Z., Tian, S., Liao, J., Zou, W., Xu, C.,
Matrix Capsule Convolutional Projection for Deep Feature Learning,
SPLetters(27), 2020, pp. 1899-1903.
IEEE DOI 2011
Task analysis, Object detection, Training, Convolution, Semantics, Mathematical model, Encoding, Capsule network, classification, orthogonal projection BibRef


Jung, D.[Dahuin], Lee, J.H.[Jong-Hyun], Yi, J.[Jihun], Yoon, S.R.[Sung-Roh],
iCaps: An Interpretable Classifier via Disentangled Capsule Networks,
ECCV20(XIX:314-330).
Springer DOI 2011
BibRef

Zhao, Y.H.[Yong-Heng], Birdal, T.[Tolga], Lenssen, J.E.[Jan Eric], Menegatti, E.[Emanuele], Guibas, L.[Leonidas], Tombari, F.[Federico],
Quaternion Equivariant Capsule Networks for 3d Point Clouds,
ECCV20(I:1-19).
Springer DOI 2011
BibRef

Wu, F.Y.[Fang-Yu], Smith, J.S.[Jeremy S.], Lu, W.J.[Wen-Jin], Pang, C.Y.[Chao-Yi], Zhang, B.L.[Bai-Ling],
Attentive Prototype Few-shot Learning with Capsule Network-based Embedding,
ECCV20(XXVIII:237-253).
Springer DOI 2011
BibRef

Gu, J., Tresp, V.,
Improving the Robustness of Capsule Networks to Image Affine Transformations,
CVPR20(7283-7291)
IEEE DOI 2008
Routing, Couplings, Robustness, Visualization, Training, Heuristic algorithms, Backpropagation BibRef

Piciarelli, C.[Claudio], Mishra, P.[Pankaj], Foresti, G.L.[Gian Luca],
Image Anomaly Detection with Capsule Networks and Imbalanced Datasets,
CIAP19(I:257-267).
Springer DOI 1909
BibRef

Phong, N.H.[Nguyen Huu], Ribeiro, B.[Bernardete],
An Improvement for Capsule Networks Using Depthwise Separable Convolution,
IbPRIA19(I:521-530).
Springer DOI 1910
image background can challenge its performance. BibRef

Zhao, L., Huang, L.,
Exploring Dynamic Routing As A Pooling Layer,
SDL-CV19(738-742)
IEEE DOI 2004
convolutional neural nets, pooling layer, routing-by-agreement mechanism, capsule network, interpretability BibRef

Rajasegaran, J.[Jathushan], Jayasundara, V.[Vinoj], Jayasekara, S.[Sandaru], Jayasekara, H.[Hirunima], Seneviratne, S.[Suranga], Rodrigo, R.[Ranga],
DeepCaps: Going Deeper With Capsule Networks,
CVPR19(10717-10725).
IEEE DOI 2002
BibRef

Ferrarini, B.[Bruno], Ehsan, S.[Shoaib], Bartoli, A.[Adrien], Leonardis, A.[Aleš], McDonald-Maier, K.D.[Klaus D.],
Assessing Capsule Networks with Biased Data,
SCIA19(90-100).
Springer DOI 1906
Capsule networks introduced to deal with biased data. BibRef

Phaye, S.S.R.[Sai Samarth R.], Sikka, A.[Apoorva], Dhall, A.[Abhinav], Bathula, D.R.[Deepti R.],
Multi-level Dense Capsule Networks,
ACCV18(V:577-592).
Springer DOI 1906
BibRef

Ramasinghe, S.[Sameera], Athuraliya, C.D., Khan, S.H.[Salman H.],
A Context-Aware Capsule Network for Multi-label Classification,
BrainDriven18(III:546-554).
Springer DOI 1905
BibRef

Chapter on Pattern Recognition, Clustering, Statistics, Grammars, Learning, Neural Nets, Genetic Algorithms continues in
Recurrent Neural Networks for Shapes and Complex Features, RNN .


Last update:Nov 23, 2020 at 10:27:11