# Decision Pattern Similarity on Frequency Preference Examination N=21

Source: [Decision Pattern Similarity on Frequency Preference Examination N=21](<https://www.sota2.com/research/sota/decision-pattern-similarity-on-frequency-preference-examination-n-21>)

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

Data updated: 2026-02-26T05:34:36.741Z

Evaluation of model performance on Decision Pattern Similarity using the Frequency Preference Examination N=21 dataset, measured by Accuracy map similarity to ground truth Γ.

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 | Decision Pattern Similarity |
| Dataset (including any stated split) | Frequency Preference Examination N=21 |
| Metric | Accuracy Map Similarity (Γ) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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 Map Similarity (Γ)](<https://www.sota2.com/research/sota/decision-pattern-similarity-on-frequency-preference-examination-n-21.md?metric=Accuracy%20Map%20Similarity%20(%CE%93)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy Map Similarity (Γ) | Result date | Report paper |
| --- | --- | --- | --- |
| FAN-B-AdaNCA | 84.75 | Not recorded | 68fa75d71e209131cea6a300 |
| FAN-B-Hybrid | 83.52 | Not recorded | 68fa75d71e209131cea6a300 |
| RVT-B-AdaNCA | 82.17 | Not recorded | 68fa75d71e209131cea6a300 |
| TAPADL-RVT | 81.91 | Not recorded | 68fa75d71e209131cea6a300 |
| ConViT-B-AdaNCA | 81.56 | Not recorded | 68fa75d71e209131cea6a300 |
| Swin-B-AdaNCA | 81.34 | Not recorded | 68fa75d71e209131cea6a300 |
| ConViT-B | 79.69 | Not recorded | 68fa75d71e209131cea6a300 |
| Swin-B | 77.07 | Not recorded | 68fa75d71e209131cea6a300 |
| ResNet50 | 72.23 | Not recorded | 68fa75d71e209131cea6a300 |
| ResNet50-Adv | 52.12 | Not recorded | 68fa75d71e209131cea6a300 |

### FAN-B-AdaNCA

Accuracy Map Similarity (Γ): 84.75. Result ID: 6993e7b93a6c314849195947.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

Recorded evaluation configuration: {"Backbone":"FAN-B","Training Strategy":"AdaNCA"}. This record does not assert independent reproduction.

### FAN-B-Hybrid

Accuracy Map Similarity (Γ): 83.52. Result ID: 6993e7b93a6c314849195946.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dd71e209131cea3c53f.md>)

[Implementation](<https://github.com/NVlabs/FAN>)

Recorded evaluation configuration: {"Backbone":"FAN-B","Training Strategy":"Hybrid"}. This record does not assert independent reproduction.

### RVT-B-AdaNCA

Accuracy Map Similarity (Γ): 82.17. Result ID: 6993e7b93a6c314849195945.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

Recorded evaluation configuration: {"Backbone":"RVT-B","Training Strategy":"AdaNCA"}. This record does not assert independent reproduction.

### TAPADL-RVT

Accuracy Map Similarity (Γ): 81.91. Result ID: 6993e7b93a6c314849195944.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70821e209131cea4b9e2.md>)

Recorded evaluation configuration: {"Backbone":"RVT","Training Strategy":"TAPADL"}. This record does not assert independent reproduction.

### ConViT-B-AdaNCA

Accuracy Map Similarity (Γ): 81.56. Result ID: 6993e7b93a6c31484919594b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

Recorded evaluation configuration: {"Backbone":"ConViT-B","Training Strategy":"AdaNCA"}. This record does not assert independent reproduction.

### Swin-B-AdaNCA

Accuracy Map Similarity (Γ): 81.34. Result ID: 6993e7b93a6c314849195949.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

Recorded evaluation configuration: {"Backbone":"Swin-B","Training Strategy":"AdaNCA"}. This record does not assert independent reproduction.

### ConViT-B

Accuracy Map Similarity (Γ): 79.69. Result ID: 6993e7b93a6c31484919594a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e1e1e209131cea3de6e.md>)

[Implementation](<https://github.com/facebookresearch/convit>)

Recorded evaluation configuration: {"Backbone":"ConViT-B","Training Strategy":"Standard"}. This record does not assert independent reproduction.

### Swin-B

Accuracy Map Similarity (Γ): 77.07. Result ID: 6993e7b93a6c314849195948.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b62.md>)

[Implementation](<https://github.com/microsoft/Swin-Transformer>)

Recorded evaluation configuration: {"Backbone":"Swin-B","Training Strategy":"Standard"}. This record does not assert independent reproduction.

### ResNet50

Accuracy Map Similarity (Γ): 72.23. Result ID: 6993e7b93a6c314849195942.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

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

### ResNet50-Adv

Accuracy Map Similarity (Γ): 52.12. Result ID: 6993e7b93a6c314849195943.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75d71e209131cea6a300.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71211e209131cea4f60a.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","Training Strategy":"L2-adversarial training"}. This record does not assert independent reproduction.

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