Multi-view Subspace Clustering

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

17 shown of 17 papers with code (46 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• High-order Correlation Preserved Incomplete Multi-view Subspace Clustering
  21 Feb 2022 3 repositories listed
  Specifically, multiple affinity matrices constructed from the incomplete multi-view data are treated as a thirdorder low rank tensor with a tensor factorization regularization which preserves the high-order view…
• Large-scale Multi-view Subspace Clustering in Linear Time
  21 Nov 2019 2 repositories listed
  A plethora of multi-view subspace clustering (MVSC) methods have been proposed over the past few years.
• Multi-view Deep Subspace Clustering Networks
  6 Aug 2019 2 repositories listed
  Dnet learns view-specific self-representation matrices, whereas Unet learns a common self-representation matrix for all views.
• Multi-view Low-rank Sparse Subspace Clustering
  29 Aug 2017 2 repositories listed
  Most existing approaches address multi-view subspace clustering problem by constructing the affinity matrix on each view separately and afterwards propose how to extend spectral clustering algorithm to handle multi-view…
• Enhanced Latent Multi-view Subspace Clustering
  22 Dec 2023 1 repository listed
  Specifically, we stack the data matrices from various views into the block-diagonal locations of the augmented matrix to exploit the complementary information.
• Anchor-based Multi-view Subspace Clustering with Hierarchical Feature Descent
  11 Oct 2023 1 repository listed
  However, we propose Anchor-based Multi-view Subspace Clustering with Hierarchical Feature Descent(MVSC-HFD) to tackle the discrepancy among views through hierarchical feature descent and project to a common subspace(…
• Multi-view MERA Subspace Clustering
  16 May 2023 1 repository listed
  Benefiting from multiple interactions among orthogonal/semi-orthogonal (low-rank) factors, the low-rank MERA has a strong representation power to capture the complex inter/intra-view information in the…
• Deep Multi-View Subspace Clustering with Anchor Graph
  11 May 2023 1 repository listed
  To significantly reduce the complexity, we construct an anchor graph with small size for each view.
• Seeking Commonness and Inconsistencies: A Jointly Smoothed Approach to Multi-view Subspace Clustering
  15 Mar 2022 1 repository listed
  Second, many of them overlook the local structures of multiple views and cannot jointly leverage multiple local structures to enhance the subspace representation learning.
• Fine-grained Graph Learning for Multi-view Subspace Clustering
  12 Jan 2022 1 repository listed
  To utilize the multi-view information sufficiently, we design a specific graph learning method by introducing graph regularization and a local structure fusion pattern.
• Smoothed Multi-View Subspace Clustering
  18 Jun 2021 1 repository listed
  In recent years, multi-view subspace clustering has achieved impressive performance due to the exploitation of complementary imformation across multiple views.
• Unbalanced Incomplete Multi-view Clustering via the Scheme of View Evolution: Weak Views are Meat; Strong Views do Eat
  20 Nov 2020 1 repository listed
  However, different views often have distinct incompleteness, i.
• Multi-view Subspace Clustering Networks with Local and Global Graph Information
  19 Oct 2020 1 repository listed
  Furthermore, underlying graph information of multi-view data is always ignored in most existing multi-view subspace clustering methods.
• Adaptive multi-view subspace clustering for high-dimensional data,
  1 Feb 2020 1 repository listed
  With the rapid development of multimedia technologies, we frequently confront with high-dimensional data and multi-view data, which usually contain redundant features and distinct types of features.
• Constrained Bilinear Factorization Multi-view Subspace Clustering
  19 Jun 2019 1 repository listed
  Multi-view clustering is an important and fundamental problem.
• Feature Concatenation Multi-view Subspace Clustering
  30 Jan 2019 1 repository listed
  To this end, this paper proposes a novel multi-view subspace clustering approach dubbed Feature Concatenation Multi-view Subspace Clustering (FCMSC), which boosts the clustering performance by exploring the consensus…
• Deep Multimodal Subspace Clustering Networks
  17 Apr 2018 1 repository listed
  In addition to various spatial fusion-based methods, an affinity fusion-based network is also proposed in which the self-expressive layer corresponding to different modalities is enforced to be the same.