Deep Ensembles

Introduced by Lakshminarayanan et al. in Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

Source: Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

Paper	Code	Results	Date	Stars

Task	Papers	Share
Uncertainty Quantification	58	16.43%
Diversity	28	7.93%
Out-of-Distribution Detection	22	6.23%
Semantic Segmentation	16	4.53%
Image Classification	15	4.25%
Decision Making	10	2.83%
Out of Distribution (OOD) Detection	10	2.83%
regression	10	2.83%
Deep Learning	10	2.83%

This feature is experimental; we are continuously improving our matching algorithm.

Component	Type	Add Remove
🤖 No Components Found	You can add them if they exist; e.g. Mask R-CNN uses RoIAlign