# Classification on lung discrete

Source: [Classification on lung discrete](<https://www.sota2.com/research/sota/classification-on-lung-discrete>)

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

Data updated: 2026-03-31T12:15:53.320Z

Evaluation of Classification performance on the lung discrete dataset, reporting Accuracy.

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 | Classification |
| Dataset (including any stated split) | lung discrete |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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/classification-on-lung-discrete.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| KGroups | 95.9 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 95.9 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| mRMR | 94.57 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| mRMR | 94.57 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 94.38 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 94.38 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KBest | 93.14 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KBest | 93.14 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| mRMR | 91.81 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KBest | 91.71 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 90.48 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 90.48 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| mRMR | 89.7 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| All features | 89.55 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| All feat. | 89.55 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 89.02 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 89.02 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| mRMR | 88.98 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KBest | 88.35 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| mRMR | 87.89 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 87.7 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 87.7 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KBest | 87.52 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KBest | 87.11 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 86.79 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| KGroups | 86.79 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| All features | 77.58 | Not recorded | 69cb557b0636e5bf4afca3b3 |
| All feat. | 77.58 | Not recorded | 69cb557b0636e5bf4afca3b3 |

### KGroups

Accuracy: 95.9. Result ID: 69cbbaf747f34ce924b54180.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Gini importance"}. This record does not assert independent reproduction.

### KGroups

Accuracy: 95.9. Result ID: 69cbbaf747f34ce924b541e2.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Gini importance"}. This record does not assert independent reproduction.

### mRMR

Accuracy: 94.57. Result ID: 69cbbaf747f34ce924b541e1.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Gini importance"}. This record does not assert independent reproduction.

### mRMR

Accuracy: 94.57. Result ID: 69cbbaf747f34ce924b541e5.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"F-value"}. This record does not assert independent reproduction.

### KGroups

Accuracy: 94.38. Result ID: 69cbbaf747f34ce924b54184.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"F-value"}. This record does not assert independent reproduction.

### KGroups

Accuracy: 94.38. Result ID: 69cbbaf747f34ce924b541e6.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"F-value"}. This record does not assert independent reproduction.

### KBest

Accuracy: 93.14. Result ID: 69cbbaf747f34ce924b5417f.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Gini importance"}. This record does not assert independent reproduction.

### KBest

Accuracy: 93.14. Result ID: 69cbbaf747f34ce924b54183.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"F-value"}. This record does not assert independent reproduction.

### mRMR

Accuracy: 91.81. Result ID: 69cbbaf747f34ce924b541e3.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Mutual info."}. This record does not assert independent reproduction.

### KBest

Accuracy: 91.71. Result ID: 69cbbaf747f34ce924b54181.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Mutual info."}. This record does not assert independent reproduction.

### KGroups

Accuracy: 90.48. Result ID: 69cbbaf747f34ce924b54182.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Mutual info."}. This record does not assert independent reproduction.

### KGroups

Accuracy: 90.48. Result ID: 69cbbaf747f34ce924b541e4.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Mutual info."}. This record does not assert independent reproduction.

### mRMR

Accuracy: 89.7. Result ID: 69cbbaf747f34ce924b54247.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"F-value"}. This record does not assert independent reproduction.

### All features

Accuracy: 89.55. Result ID: 69cbbaf747f34ce924b5417e.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### All feat.

Accuracy: 89.55. Result ID: 69cbbaf747f34ce924b541e0.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### KGroups

Accuracy: 89.02. Result ID: 69cbbaf747f34ce924b54244.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Gini import."}. This record does not assert independent reproduction.

### KGroups

Accuracy: 89.02. Result ID: 69cbbaf747f34ce924b54340.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Gini import."}. This record does not assert independent reproduction.

### mRMR

Accuracy: 88.98. Result ID: 69cbbaf747f34ce924b54243.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Gini import."}. This record does not assert independent reproduction.

### KBest

Accuracy: 88.35. Result ID: 69cbbaf747f34ce924b5433f.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Gini import."}. This record does not assert independent reproduction.

### mRMR

Accuracy: 87.89. Result ID: 69cbbaf747f34ce924b54245.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Mutual info."}. This record does not assert independent reproduction.

### KGroups

Accuracy: 87.7. Result ID: 69cbbaf747f34ce924b54248.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"F-value"}. This record does not assert independent reproduction.

### KGroups

Accuracy: 87.7. Result ID: 69cbbaf747f34ce924b54344.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"F-value"}. This record does not assert independent reproduction.

### KBest

Accuracy: 87.52. Result ID: 69cbbaf747f34ce924b54343.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"F-value"}. This record does not assert independent reproduction.

### KBest

Accuracy: 87.11. Result ID: 69cbbaf747f34ce924b54341.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Mutual info."}. This record does not assert independent reproduction.

### KGroups

Accuracy: 86.79. Result ID: 69cbbaf747f34ce924b54246.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Mutual info."}. This record does not assert independent reproduction.

### KGroups

Accuracy: 86.79. Result ID: 69cbbaf747f34ce924b54342.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"Mutual info."}. This record does not assert independent reproduction.

### All features

Accuracy: 77.58. Result ID: 69cbbaf747f34ce924b54242.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: {"Relevance Estimator":"None"}. This record does not assert independent reproduction.

### All feat.

Accuracy: 77.58. Result ID: 69cbbaf747f34ce924b5433e.

[Reporting paper](<https://www.sota2.com/research/paper/69cb557b0636e5bf4afca3b3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
