Deep subspace clustering networks

P Ji, T Zhang, H Li, M Salzmann… - Advances in neural …, 2017 - proceedings.neurips.cc
… Figure 2: Deep Subspace Clustering Networks: As an example, we show a deep subspace
clustering network with three convolutional encoder layers, one self-expressive layer, and …

Deep subspace clustering

X Peng, J Feng, JT Zhou, Y Lei… - … on neural networks and …, 2020 - ieeexplore.ieee.org
… From the view of subspace clustering, we show how to make it benefit from the success of
deep neural networks so that the nonlinear subspace clustering could be achieved. From the …

Multiview deep subspace clustering networks

P Zhu, X Yao, Y Wang, B Hui, D Du… - IEEE transactions on …, 2024 - ieeexplore.ieee.org
… 1) We propose a novel multiview clustering method termed MvDSCN via deep subspace.
The MvDSCN unifies multiple backbones and combines convolutional autoencoders (CAEs) …

Pseudo-supervised deep subspace clustering

J Lv, Z Kang, X Lu, Z Xu - IEEE Transactions on Image …, 2021 - ieeexplore.ieee.org
… Leaning on the recent development of subspace clustering, deep subspace clustering is …
subspace clustering by inputting a prior similarity graph from conventional subspace clustering

Overcomplete deep subspace clustering networks

JMJ Valanarasu, VM Patel - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
… unsupervised subspace clustering by using an undercomplete deep auto… Deep Subspace
Clustering Networks (ODSC) where we use overcomplete representations for subspace cluster

Deep multimodal subspace clustering networks

M Abavisani, VM Patel - IEEE Journal of Selected Topics in …, 2018 - ieeexplore.ieee.org
… Motivated by the recent advances in deep subspace cluster… the problem of multimodal
subspace clustering. We present a … widely used in various subspace clustering algorithms. Fig. 1 …

[PDF][PDF] Deep subspace clustering with sparsity prior.

X Peng, S Xiao, J Feng, WY Yau, Z Yi - Ijcai, 2016 - xlearning-lab.com
… unlabeled samples into multiple groups by implicitly seeking a subspacesubspace clustering
method – deeP subspAce clusteRing with sparsiTY prior (PARTY) – based on a new deep

Gan-based enhanced deep subspace clustering networks

Z Yu, Z Zhang, W Cao, C Liu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… two approaches: deep subspace clustering via dual adversarial generative networks (DSC-DAG)
and self-supervised deep subspace clustering with adversarial generative networks (…

Efficient deep embedded subspace clustering

J Cai, J Fan, W Guo, S Wang… - Proceedings of the …, 2022 - openaccess.thecvf.com
… and accurate deep subspace clustering. We propose to learn a set of subspace bases from
the … • We present a novel deep subspace clustering method that is out of the conventional self-…

Deep adversarial subspace clustering

P Zhou, Y Hou, J Feng - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
… These results clearly verify that deep solution offered by DASC to subspace clustering is
more favorable and effective. Compared with another deep subspace clustering method DSC…