34 citations · 34 across the 3 of their papers we have counts for
5 papers · 1 filter
A Broader Study of Cross-Domain Few-Shot Learning
Yunhui Guo, Noel C. Codella, Leonid Karlinsky +5
Recent progress on few-shot learning largely relies on annotated data for meta-learning: base classes sampled from the same domain as the novel classes. However, in many applicatio…
Diversity in Faces
Michele Merler, Nalini Ratha, Rogerio S. Feris +1
Face recognition is a long standing challenge in the field of Artificial Intelligence (AI). The goal is to create systems that accurately detect, recognize, verify, and understand…
Collaborative Human-AI (CHAI): Evidence-Based Interpretable Melanoma Classification in Dermoscopic Images
Noel C. F. Codella, Chung-Ching Lin, Allan Halpern +3
Automated dermoscopic image analysis has witnessed rapid growth in diagnostic performance. Yet adoption faces resistance, in part, because no evidence is provided to support decisi…
Segmentation of both Diseased and Healthy Skin from Clinical Photographs in a Primary Care Setting
Noel C. F. Codella, Daren Anderson, Tyler Philips +5
This work presents the first segmentation study of both diseased and healthy skin in standard camera photographs from a clinical environment. Challenges arise from varied lighting…
Automatic Curation of Golf Highlights using Multimodal Excitement Features
Michele Merler, Dhiraj Joshi, Quoc-Bao Nguyen +4
The production of sports highlight packages summarizing a game's most exciting moments is an essential task for broadcast media. Yet, it requires labor-intensive video editing. We…