Out Of Distribution Detection On Imagenet 1K 10
Metrics
AUROC
FPR95
Results
Performance results of various models on this benchmark
Comparison Table
| Model Name | AUROC | FPR95 |
|---|---|---|
| on-the-effectiveness-of-sparsification-for | 92.74 | 28.07 |
| on-the-importance-of-gradients-for-detecting | - | 61.42 |
| line-out-of-distribution-detection-by | 94.44 | 22.54 |
| watermarking-for-out-of-distribution | 84.00 | 61.2 |
| watermarking-for-out-of-distribution | 80.80 | 67.75 |
| mos-towards-scaling-out-of-distribution | 81.23 | 60.43 |
| vim-out-of-distribution-with-virtual-logit | 95.34 | 20.31 |
| unleashing-mask-explore-the-intrinsic-out-of | 88.35 | 42.02 |
| out-of-distribution-detection-with-implicit | 88.9 | 34.67 |
| gen-pushing-the-limits-of-softmax-based-out | - | 77.93 |
| vim-out-of-distribution-with-virtual-logit | - | 4.69 |
| neuron-activation-coverage-rethinking-out-of | 97.9 | - |
| boosting-out-of-distribution-detection-with | 92.27 | 38.9 |
| ssd-a-unified-framework-for-self-supervised-1 | 85.4 | 57.2 |
| out-of-distribution-detection-with-deep | 94.45 | 16.97 |
| nearest-neighbor-guidance-for-out-of-1 | 95.82 | 17.00 |
| rethinking-out-of-distribution-ood-detection | 91.3 | - |
| detecting-out-of-distribution-data-through-in | - | 79.80 |
| out-of-distribution-detection-with-deep | 97.18 | 11.56 |
| out-of-distribution-detection-based-on-in | - | 45.09 |
| forte-finding-outliers-with-representation | 98.04 ± 00.10 | 5.61 ± 00.25 |
| extremely-simple-activation-shaping-for-out | 97.6 | 11.93 |
| on-the-effectiveness-of-sparsification-for | 90.3 | 31.72 |
| decoupling-maxlogit-for-out-of-distribution | - | 52.80 |
| delving-into-out-of-distribution-detection | 86.11 | 57.77 |
| discopatch-batch-statistics-are-all-you-need | 96.4 | 18.9 |
| react-out-of-distribution-detection-with-1 | 91.53 | 38.42 |
| nearest-neighbor-guidance-for-out-of-1 | 96.11 | 17.27 |
| rankfeat-rank-1-feature-removal-for-out-of | 91.7 | 37.29 |
| scaling-for-training-time-and-post-hoc-out-of | 97.37 | 12.93 |
| vim-out-of-distribution-with-virtual-logit | 98.92 | - |
| non-parametric-outlier-synthesis | 88.80 | 46.12 |
| delving-into-out-of-distribution-detection | 84.88 | 59.88 |