2 papers
cs.CV2025
MIXER: Mixed Hyperspherical Random Embedding Neural Network for Texture Recognition
Ricardo T. Fares, Lucas C. Ribas
Randomized neural networks for representation learning have consistently achieved prominent results in texture recognition tasks, effectively combining the advantages of both tradi…
cs.CV2025
VORTEX: Challenging CNNs at Texture Recognition by using Vision Transformers with Orderless and Randomized Token Encodings
Leonardo Scabini, Kallil M. Zielinski, Emir Konuk +4
Texture recognition has recently been dominated by ImageNet-pre-trained deep Convolutional Neural Networks (CNNs), with specialized modifications and feature engineering required t…