3 papers
cs.LG2023
An Alternate View on Optimal Filtering in an RKHS
Benjamin Colburn, Jose C. Principe, Luis G. Sanchez Giraldo
Kernel Adaptive Filtering (KAF) are mathematically principled methods which search for a function in a Reproducing Kernel Hilbert Space. While they work well for tasks such as time…
eess.IV2023
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling
Sania Eskandari, Janet Lumpp, Luis Sanchez Giraldo
Melanoma, a dangerous type of skin cancer resulting from abnormal skin cell growth, can be treated if detected early. Various approaches using Fully Convolutional Networks (FCNs) h…
cs.LG2023
FroSSL: Frobenius Norm Minimization for Efficient Multiview Self-Supervised Learning
Oscar Skean, Aayush Dhakal, Nathan Jacobs +1
Self-supervised learning (SSL) is a popular paradigm for representation learning. Recent multiview methods can be classified as sample-contrastive, dimension-contrastive, or asymme…