Material Segmentation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (18 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.

• A Dense Material Segmentation Dataset for Indoor and Outdoor Scene Parsing
  21 Jul 2022 2 repositories listed
  A key algorithm for understanding the world is material segmentation, which assigns a label (metal, glass, etc.)
• UnMix-NeRF: Spectral Unmixing Meets Neural Radiance Fields
  27 Jun 2025 1 repository listed
  Neural Radiance Field (NeRF)-based segmentation methods focus on object semantics and rely solely on RGB data, lacking intrinsic material properties.
• Beyond Appearances: Material Segmentation with Embedded Spectral Information from RGB-D imagery
  17 May 2024 1 repository listed
  In the realm of computer vision material segmentation of natural scenes represents a challenge driven by the complex and diverse appearances of materials.
• MatSpectNet: Material Segmentation Network with Domain-Aware and Physically-Constrained Hyperspectral Reconstruction
  21 Jul 2023 1 repository listed
  The network leverages the principles of colour perception in modern cameras to constrain the reconstructed hyperspectral images and employs the domain adaptation method to generalise the hyperspectral reconstruction…
• DBAT: Dynamic Backward Attention Transformer for Material Segmentation with Cross-Resolution Patches
  6 May 2023 1 repository listed
  By analysing the cross-resolution features and the attention weights, this paper interprets how the DBAT learns from image patches.
• Multimodal Material Segmentation
  1 Jan 2022 1 repository listed
  We use semantic segmentation, as a prior to "guide" this filter selection.