6 citations · 6 across the 4 of their papers we have counts for
4 papers
Accurate Shift Invariant Convolutional Neural Networks Using Gaussian-Hermite Moments
Jaspreet Singh, Petra Bosilj, Grzegorz Cielniak
The convolutional neural networks (CNNs) are not inherently shift invariant or equivariant. The downsampling operation, used in CNNs, is one of the key reasons which breaks the shi…
Neural Fields with Hard Constraints of Arbitrary Differential Order
Fangcheng Zhong, Kyle Fogarty, Param Hanji +6
While deep learning techniques have become extremely popular for solving a broad range of optimization problems, methods to enforce hard constraints during optimization, particular…
DeepVerge: Classification of Roadside Verge Biodiversity and Conservation Potential
Andrew Perrett, Charlie Barnes, Mark Schofield +3
Open space grassland is being increasingly farmed or built upon, leading to a ramping up of conservation efforts targeting roadside verges. Approximately half of all UK grassland s…
Domain Generalisation for Object Detection under Covariate and Concept Shift
Karthik Seemakurthy, Erchan Aptoula, Charles Fox +1
Domain generalisation aims to promote the learning of domain-invariant features while suppressing domain-specific features, so that a model can generalise better to previously unse…