Data Plateau: Hit The Scaling Wall With AI Or Remain An Innovator?

As AI scaling laws hit the data plateau, executives face a stark choice: hit the scaling wall or remain an innovator. This ...
IEEE

SCMix: Stochastic Compound Mixing for Open Compound Domain Adaptation in Semantic Segmentation

Abstract: Open compound domain adaptation (OCDA) aims to transfer knowledge from a labeled source domain to a mix of unlabeled homogeneous compound target domains while generalizing to open unseen ...
IEEE

Enhancing Deep Learning-Based GPR Data Inversion With Unsupervised Domain Adaptation: Comparison of Domain Classifiers

Abstract: Deep neural network (DNN)-based inversion of ground penetrating radar (GPR) data is gaining significant attention, primarily using simulated data for training due to the lack of ground truth ...