# Uncertainty Quantification on ImageNet

Source: [Uncertainty Quantification on ImageNet](<https://www.sota2.com/research/sota/uncertainty-quantification-on-imagenet>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-01T08:06:05.485Z

Evaluation of model uncertainty quantification performance on the ImageNet dataset, measured using variance-based metrics (V-ID, V-OOD), mutual information metrics (MI-ID, MI-OOD), Log Predictive Probability Density (LPPD), and computational cost (Time, Memory).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Uncertainty Quantification |
| Dataset (including any stated split) | ImageNet |
| Metric | V-ID |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [V-ID](<https://www.sota2.com/research/sota/uncertainty-quantification-on-imagenet.md?metric=V-ID>): Higher is better; unit: SCALAR.

- [V-OOD](<https://www.sota2.com/research/sota/uncertainty-quantification-on-imagenet.md?metric=V-OOD>): Higher is better; unit: SCALAR.

- [MI-ID](<https://www.sota2.com/research/sota/uncertainty-quantification-on-imagenet.md?metric=MI-ID>): Higher is better; unit: SCALAR.

- [MI-OOD](<https://www.sota2.com/research/sota/uncertainty-quantification-on-imagenet.md?metric=MI-OOD>): Higher is better; unit: SCALAR.

- [LPPD](<https://www.sota2.com/research/sota/uncertainty-quantification-on-imagenet.md?metric=LPPD>): Higher is better; unit: SCALAR.

- [Time (s)](<https://www.sota2.com/research/sota/uncertainty-quantification-on-imagenet.md?metric=Time%20(s)>): Lower is better; unit: TIME.

- [Memory Usage](<https://www.sota2.com/research/sota/uncertainty-quantification-on-imagenet.md?metric=Memory%20Usage>): Lower is better; unit: SIZE.

## Recorded results

| Method | V-ID | Result date | Report paper |
| --- | --- | --- | --- |
| DNN-GLM | 0.813 | Not recorded | 6a1d1214dbd7150506f84007 |
| LL-GLM | 0.811 | Not recorded | 6a1d1214dbd7150506f84007 |
| MC | 0.5 | Not recorded | 6a1d1214dbd7150506f84007 |

### DNN-GLM

V-ID: 0.813. Result ID: 6a1d3d5cfbc373592c1642ca.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84007.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2f1e209131cea8ce7f.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### LL-GLM

V-ID: 0.811. Result ID: 6a1d3d5cfbc373592c1642cb.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84007.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84007.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### MC

V-ID: 0.5. Result ID: 6a1d3d5cfbc373592c1642cc.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1214dbd7150506f84007.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d31e209131ce9fb5ff.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

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