1 code implementation • 26 Jul 2023 • Siyi Du, Nourhan Bayasi, Ghassan Harmarneh, Rafeef Garbi
In addition, we employ a shallow CNN as a prompt generator to create a prompt embedding from the input image, which grasps fine-grained information and CNN's inductive biases to guide the segmentation task on small datasets.
1 code implementation • 5 Jul 2023 • Siyi Du, Nourhan Bayasi, Ghassan Harmarneh, Rafeef Garbi
Naivly combining datasets from different domains can result in negative knowledge transfer (NKT), i. e., a decrease in model performance on some domains with non-negligible inter-domain heterogeneity.
1 code implementation • 22 Aug 2022 • Siyi Du, Ben Hers, Nourhan Bayasi, Ghassan Hamarneh, Rafeef Garbi
Deep learning models have achieved great success in automating skin lesion diagnosis.
no code implementations • CVPR 2022 • Nourhan Bayasi, Ghassan Hamarneh, Rafeef Garbi
Deep learning (DL) models trained to minimize empirical risk on a single domain often fail to generalize when applied to other domains.