no code implementations • 16 Dec 2021 • Titouan Lorieul, Alexis Joly, Dennis Shasha
This paper formally characterizes the ambiguity profile when average-$K$ classification can achieve a lower error rate than a fixed top-$K$ classification.
2 code implementations • CVPR 2021 • Elijah Cole, Oisin Mac Aodha, Titouan Lorieul, Pietro Perona, Dan Morris, Nebojsa Jojic
When the number of potential labels is large, human annotators find it difficult to mention all applicable labels for each training image.
no code implementations • 24 Feb 2021 • Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Titouan Lorieul
Multi-class classification problem is among the most popular and well-studied statistical frameworks.
1 code implementation • 8 Apr 2020 • Elijah Cole, Benjamin Deneu, Titouan Lorieul, Maximilien Servajean, Christophe Botella, Dan Morris, Nebojsa Jojic, Pierre Bonnet, Alexis Joly
Understanding the geographic distribution of species is a key concern in conservation.