Histogram Layers for Neural Engineered Features

J Peeples, SA Kharsa, L Saleh, A Zare - arxiv preprint arxiv:2403.17176, 2024 - arxiv.org
In the computer vision literature, many effective histogram-based features have been
developed. These engineered features include local binary patterns and edge histogram …

Affine-transformation-invariant image classification by differentiable arithmetic distribution module

Z Tan, G Dong, C Zhao, A Basu - arxiv preprint arxiv:2309.00752, 2023 - arxiv.org
Although Convolutional Neural Networks (CNNs) have achieved promising results in image
classification, they still are vulnerable to affine transformations including rotation, translation …

[PDF][PDF] Robust Image Classification and Clustering via Distribution learning

Z Tan - 2024 - era.library.ualberta.ca
Distribution learning has long been a key area of research in computer vision. However, the
potential of combining distribution learning with deep learning remains underexplored. To …