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 |
|---|---|---|
| Out-of-Distribution Detection | 12 | 9.92% |
| Image Classification | 11 | 9.09% |
| Semantic Segmentation | 10 | 8.26% |
| Out of Distribution (OOD) Detection | 8 | 6.61% |
| Ensemble Learning | 6 | 4.96% |
| Decision Making | 4 | 3.31% |
| Image Segmentation | 4 | 3.31% |
| Active Learning | 3 | 2.48% |
| Autonomous Driving | 3 | 2.48% |
Usage Over Time
Components
| Component | Type |
|
|---|---|---|
| 🤖 No Components Found | You can add them if they exist; e.g. Mask R-CNN uses RoIAlign |
