Woven fabric pattern recognition and classification based on deep convolutional neural networks

MA Iqbal Hussain, B Khan, Z Wang, S Ding - Electronics, 2020 - mdpi.com
The weave pattern (texture) of woven fabric is considered to be an important factor of the
design and production of high-quality fabric. Traditionally, the recognition of woven fabric …

Woven fabric capture from a single photo

W Jin, B Wang, M Hasan, Y Guo, S Marschner… - SIGGRAPH Asia 2022 …, 2022 - dl.acm.org
Digitally reproducing the appearance of woven fabrics is important in many applications of
realistic rendering, from interior scenes to virtual characters. However, designing realistic …

pOp: Parameter Optimization of Differentiable Vector Patterns

M Riso, D Sforza, F Pellacini - Computer Graphics Forum, 2022 - Wiley Online Library
Procedural materials are extensively used in computer graphics, since they provide editable,
resolution‐independent representation of textures. However, tuning the parameters of …

[HTML][HTML] Neural inverse procedural modeling of knitting yarns from images

E Trunz, J Klein, J Müller, L Bode, R Sarlette… - Computers & …, 2024 - Elsevier
We investigate the capabilities of neural inverse procedural modeling to infer high-quality
procedural yarn models with fiber-level details from single images of depicted yarn samples …

[HTML][HTML] An Improved Neural Network Model Based on DenseNet for Fabric Texture Recognition

L Tan, Q Fu, J Li - Sensors, 2024 - mdpi.com
In modern knitted garment production, accurate identification of fabric texture is crucial for
enabling automation and ensuring consistent quality control. Traditional manual recognition …

Fiber-level Woven Fabric Capture from a Single Photo

Z Li, P Shen, H Sun, Z Zhang, Y Guo, L Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Accurately rendering the appearance of fabrics is challenging, due to their complex 3D
microstructures and specialized optical properties. If we model the geometry and optics of …

[PDF][PDF] Application of Deep Learning for Fabric Structure Recognition in Computer-Aided Sweater Design

X Luo, Y Wang, D Li - 2025 - cad-journal.net
With the widespread adoption of Computer-Aided Design (CAD) in the textile industry, there
is an urgent need for efficient and automated design methods in sweater design to meet the …

Transient Non-Line-of-Sight Imaging

J Klein - 2021 - bonndoc.ulb.uni-bonn.de
Sight is perhaps the most important sense of the human species. But while it allows us to
gain a near-instant understanding of our surrounding, it has a fundamental limitation: An …

Systems and method for textile fabric construction

K Hoover - US Patent 11,847,842, 2023 - Google Patents
Disclosed herein are systems and methods that allow an image of a fabric sample to be
captured. The image may be analyzed to extract features, sometimes referred to as a stitch …