# Joint contribution evaluation on ImageNet (100 random samples)

Source: [Joint contribution evaluation on ImageNet (100 random samples)](<https://www.sota2.com/research/sota/joint-contribution-evaluation-on-imagenet-100-random-samples>)

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

Data updated: 2026-06-02T08:26:16.606Z

Evaluation of model performance using Pearson correlation on a specific 100-sample random subset of the ImageNet dataset, focusing on joint contribution analysis.

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 | Joint contribution evaluation |
| Dataset (including any stated split) | ImageNet (100 random samples) |
| Metric | Pearson Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Pearson Correlation](<https://www.sota2.com/research/sota/joint-contribution-evaluation-on-imagenet-100-random-samples.md?metric=Pearson%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Pearson Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| NRM | 0.5283 | Not recorded | 6a1e63c1dbd7150506f85377 |
| NRM | 0.3987 | Not recorded | 6a1e63c1dbd7150506f85377 |
| Occ. | 0.3438 | Not recorded | 6a1e63c1dbd7150506f85377 |
| LRP | 0.3324 | Not recorded | 6a1e63c1dbd7150506f85377 |
| Act. | 0.1621 | Not recorded | 6a1e63c1dbd7150506f85377 |
| Occ. | 0.0429 | Not recorded | 6a1e63c1dbd7150506f85377 |
| LRP | 0.0005 | Not recorded | 6a1e63c1dbd7150506f85377 |
| Act. | 0.0005 | Not recorded | 6a1e63c1dbd7150506f85377 |

### NRM

Pearson Correlation: 0.5283. Result ID: 6a1e9399fbc373592c18b329.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","Evaluation granularity":"Channel"}. This record does not assert independent reproduction.

### NRM

Pearson Correlation: 0.3987. Result ID: 6a1e9399fbc373592c18b32a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","Evaluation granularity":"Cluster"}. This record does not assert independent reproduction.

### Occ.

Pearson Correlation: 0.3438. Result ID: 6a1e9399fbc373592c18b32e.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","Evaluation granularity":"Cluster"}. This record does not assert independent reproduction.

### LRP

Pearson Correlation: 0.3324. Result ID: 6a1e9399fbc373592c18b32c.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","Evaluation granularity":"Cluster"}. This record does not assert independent reproduction.

### Act.

Pearson Correlation: 0.1621. Result ID: 6a1e9399fbc373592c18b330.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","Evaluation granularity":"Cluster"}. This record does not assert independent reproduction.

### Occ.

Pearson Correlation: 0.0429. Result ID: 6a1e9399fbc373592c18b32d.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","Evaluation granularity":"Channel"}. This record does not assert independent reproduction.

### LRP

Pearson Correlation: 0.0005. Result ID: 6a1e9399fbc373592c18b32b.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","Evaluation granularity":"Channel"}. This record does not assert independent reproduction.

### Act.

Pearson Correlation: 0.0005. Result ID: 6a1e9399fbc373592c18b32f.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","Evaluation granularity":"Channel"}. This record does not assert independent reproduction.

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