Stochastic Optimization
Deep Ensembles
Introduced by Lakshminarayanan et al. in Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Papers
| Paper | Code | Results | Date | Stars |
|---|
Tasks
| Task | Papers | Share |
|---|---|---|
| Uncertainty Quantification | 43 | 19.46% |
| Out-of-Distribution Detection | 18 | 8.14% |
| Semantic Segmentation | 13 | 5.88% |
| Image Classification | 13 | 5.88% |
| Decision Making | 8 | 3.62% |
| Ensemble Learning | 8 | 3.62% |
| Out of Distribution (OOD) Detection | 8 | 3.62% |
| Classification | 5 | 2.26% |
| Active Learning | 5 | 2.26% |
Usage Over Time
Components
| Component | Type |
|
|---|---|---|
| 🤖 No Components Found | You can add them if they exist; e.g. Mask R-CNN uses RoIAlign |
