Texture Classification

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

5 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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

Most implemented papers archive 2025-07-28

30 shown of 33 papers with code (206 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.

• Deep CNNs Meet Global Covariance Pooling: Better Representation and Generalization
  15 Apr 2019 3 repositories listed Syntology ran 3 of 5 samples · 2 unverified · 3 pointer-only (licence)
  The proposed methods are highly modular, readily plugged into existing deep CNNs.
• BoWFire: Detection of Fire in Still Images by Integrating Pixel Color and Texture Analysis
  10 Jun 2015 3 repositories listed
  Our method uses a reduced number of parameters if compared to previous works, easing the process of fine tuning the method.
• Debiased Self-Training for Semi-Supervised Learning
  15 Feb 2022 2 repositories listed
  Yet these datasets are time-consuming and labor-exhaustive to obtain on realistic tasks.
• Histogram Layers for Texture Analysis
  1 Jan 2020 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  We present a histogram layer for artificial neural networks (ANNs).
• Domain-Specific Human-Inspired Binarized Statistical Image Features for Iris Recognition
  13 Jul 2018 2 repositories listed
  One important point is that all applications of BSIF in iris recognition have used the original BSIF filters, which were trained on image patches extracted from natural images.
• Wavelet Convolutional Neural Networks for Texture Classification
  24 Jul 2017 2 repositories listed
  Based on this insight, we generalize both layers to perform a spectral analysis with wavelet transform.
• Using Filter Banks in Convolutional Neural Networks for Texture Classification
  12 Jan 2016 2 repositories listed
  Its architecture is indeed well suited to object analysis by learning and classifying complex (deep) features that represent parts of an object or the object itself.
• PCANet: A Simple Deep Learning Baseline for Image Classification?
  14 Apr 2014 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  In this work, we propose a very simple deep learning network for image classification which comprises only the very basic data processing components: cascaded principal component analysis (PCA), binary hashing, and…
• Quantitative Measures for Passive Sonar Texture Analysis
  21 Apr 2025 1 repository listed
  These measures are applied to real-world passive sonar datasets to assess texture information in the signals and correlate the performances of the models.
• VORTEX: Challenging CNNs at Texture Recognition by using Vision Transformers with Orderless and Randomized Token Encodings
  9 Mar 2025 1 repository listed
  Therefore, in this work, we introduce VORTEX (ViTs with Orderless and Randomized Token Encodings for Texture Recognition), a novel method that enables the effective use of ViTs for texture analysis.
• GLoG-CSUnet: Enhancing Vision Transformers with Adaptable Radiomic Features for Medical Image Segmentation
  6 Jan 2025 1 repository listed
  Vision Transformers (ViTs) have shown promise in medical image semantic segmentation (MISS) by capturing long-range correlations.
• Lacunarity Pooling Layers for Plant Image Classification using Texture Analysis
  25 Apr 2024 1 repository listed
  This work contributes to the evolving landscape of artificial neural network architectures by introducing a novel pooling layer that enriches the representation of spatial features.
• TexTile: A Differentiable Metric for Texture Tileability
  19 Mar 2024 1 repository listed
  We introduce TexTile, a novel differentiable metric to quantify the degree upon which a texture image can be concatenated with itself without introducing repeating artifacts (i.
• RADAM: Texture Recognition through Randomized Aggregated Encoding of Deep Activation Maps
  8 Mar 2023 1 repository listed
  Texture analysis is a classical yet challenging task in computer vision for which deep neural networks are actively being applied.
• NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research
  15 Nov 2022 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  A shared goal of several machine learning communities like continual learning, meta-learning and transfer learning, is to design algorithms and models that efficiently and robustly adapt to unseen tasks.
• Unsupervised Learning of the Total Variation Flow
  9 Jun 2022 1 repository listed
  Inspired by and extending the framework of physics-informed neural networks (PINNs), we propose the TVflowNET, an unsupervised neural network approach, to approximate the solution of the TV flow given an initial image…
• Self-Supervised Learning to Guide Scientifically Relevant Categorization of Martian Terrain Images
  21 Apr 2022 1 repository listed
  Automatic terrain recognition in Mars rover images is an important problem not just for navigation, but for scientists interested in studying rock types, and by extension, conditions of the ancient Martian paleoclimate…
• Encoding Spatial Distribution of Convolutional Features for Texture Representation
  1 Dec 2021 1 repository listed
  Existing convolutional neural networks (CNNs) often use global average pooling (GAP) to aggregate feature maps into a single representation.
• Inference via Sparse Coding in a Hierarchical Vision Model
  3 Aug 2021 1 repository listed
  Sparse coding has been incorporated in models of the visual cortex for its computational advantages and connection to biology.
• C-CNN: Contourlet Convolutional Neural Networks
  21 Jul 2020 1 repository listed
  Second, the spatial-spectral feature fusion strategy is designed to incorporate the spectral features into CNN architecture.
• Co-occurrence Based Texture Synthesis
  17 May 2020 1 repository listed
  As image generation techniques mature, there is a growing interest in explainable representations that are easy to understand and intuitive to manipulate.
• 3D Solid Spherical Bispectrum CNNs for Biomedical Texture Analysis
  28 Apr 2020 1 repository listed
  We investigate the benefits of using the bispectrum over the spectrum in the design of a LRI layer embedded in a shallow Convolutional Neural Network (CNN) for 3D image analysis.
• Local Rotation Invariance in 3D CNNs
  19 Mar 2020 1 repository listed
  Locally Rotation Invariant (LRI) image analysis was shown to be fundamental in many applications and in particular in medical imaging where local structures of tissues occur at arbitrary rotations.
• Spatio-spectral networks for color-texture analysis
  13 Sep 2019 1 repository listed
  Texture is one of the most-studied visual attribute for image characterization since the 1960s.
• 3D Geometric salient patterns analysis on 3D meshes
  18 Jun 2019 1 repository listed
  This paper presents a new efficient approach for geometric texture analysis on 3D triangular meshes.
• Persistence Curves: A canonical framework for summarizing persistence diagrams
  16 Apr 2019 1 repository listed
  First, we develop a general and unifying framework of vectorizing diagrams that we call the \textit{Persistence Curves} (PCs), and show that several well-known summaries, such as Persistence Landscapes, fall under the…
• Soil Texture Classification with 1D Convolutional Neural Networks based on Hyperspectral Data
  15 Jan 2019 1 repository listed
  In future work, we can further enhance the introduced LucasCNN, LucasResNet and LucasCoordConv and include additional variables of the rich LUCAS dataset.
• Wavelet Convolutional Neural Networks
  20 May 2018 1 repository listed
  Given that spatial and spectral approaches are known to have different characteristics, it will be interesting to incorporate a spectral approach into CNNs.
• FWLBP: A Scale Invariant Descriptor for Texture Classification
  10 Jan 2018 1 repository listed
  In this paper we propose a novel texture descriptor called Fractal Weighted Local Binary Pattern (FWLBP).
• Learning rotation invariant convolutional filters for texture classification
  22 Apr 2016 1 repository listed
  We present a method for learning discriminative filters using a shallow Convolutional Neural Network (CNN).

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.