# Global Model Explanation on ADE20K (val)

Source: [Global Model Explanation on ADE20K (val)](<https://www.sota2.com/research/sota/global-model-explanation-on-ade20k-val>)

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

Data updated: 2026-02-26T05:31:33.352Z

Evaluation of global model explanation methods using the validation split of the ADE20K dataset, measured by Accuracy and FID scores.

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) | ADE20K (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-ade20k-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [FID+](<https://www.sota2.com/research/sota/global-model-explanation-on-ade20k-val.md?metric=FID%2B>): Lower is better; unit: SCALAR.

- [FID-](<https://www.sota2.com/research/sota/global-model-explanation-on-ade20k-val.md?metric=FID->): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MDNF | 75.69 | Not recorded | 69705ddde25ad2fa9d1ed6de |
| MDNF | 73.51 | Not recorded | 69705ddde25ad2fa9d1ed6de |

### MDNF

Accuracy: 75.69. Result ID: 6997a7645698665ec4fd8083.

[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: 73.51. Result ID: 6997a7645698665ec4fd8082.

[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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