# Global Model Explanation on Pascal-Parts (val)

Source: [Global Model Explanation on Pascal-Parts (val)](<https://www.sota2.com/research/sota/global-model-explanation-on-pascal-parts-val>)

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

Data updated: 2026-02-26T05:31:33.367Z

Evaluation of Global Model Explanation performance on the validation split of the Pascal-Parts dataset, reporting Accuracy and FID metrics.

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 | Global Model Explanation |
| Dataset (including any stated split) | Pascal-Parts (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/global-model-explanation-on-pascal-parts-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [FID+](<https://www.sota2.com/research/sota/global-model-explanation-on-pascal-parts-val.md?metric=FID%2B>): Lower is better; unit: SCALAR.

- [FID-](<https://www.sota2.com/research/sota/global-model-explanation-on-pascal-parts-val.md?metric=FID->): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MDNF | 53.49 | Not recorded | 69705ddde25ad2fa9d1ed6de |
| MDNF | 50.32 | Not recorded | 69705ddde25ad2fa9d1ed6de |

### MDNF

Accuracy: 53.49. Result ID: 6997a7645698665ec4fd8085.

[Reporting paper](<https://www.sota2.com/research/paper/69705ddde25ad2fa9d1ed6de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705ddde25ad2fa9d1ed6de.md>)

Recorded evaluation configuration: {"Architecture":"ViT-B"}. This record does not assert independent reproduction.

### MDNF

Accuracy: 50.32. Result ID: 6997a7645698665ec4fd8084.

[Reporting paper](<https://www.sota2.com/research/paper/69705ddde25ad2fa9d1ed6de.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705ddde25ad2fa9d1ed6de.md>)

Recorded evaluation configuration: {"Architecture":"VGG-19"}. This record does not assert independent reproduction.

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