# Intrusion Detection on OpTC 051

Source: [Intrusion Detection on OpTC 051](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051>)

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

Data updated: 2026-05-11T10:23:46.855Z

Evaluation of Intrusion Detection performance on the OpTC 051 dataset, reporting metrics including ADP (Mean/Min/Best) and Precision (Mean/Min/Best).

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 | Intrusion Detection |
| Dataset (including any stated split) | OpTC 051 |
| Metric | ADP (Mean) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [ADP (Mean)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=ADP%20(Mean)>): Higher is better; unit: PERCENT.

- [ADP (Min)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=ADP%20(Min)>): Higher is better; unit: PERCENT.

- [ADP (Best)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=ADP%20(Best)>): Higher is better; unit: PERCENT.

- [Delta (%)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=Delta%20(%25)>): Higher is better; unit: PERCENT.

- [Precision (Mean)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=Precision%20(Mean)>): Higher is better; unit: PERCENT.

- [Precision (Min)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=Precision%20(Min)>): Higher is better; unit: PERCENT.

- [Precision (Best)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=Precision%20(Best)>): Higher is better; unit: PERCENT.

- [True Positives (Best)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=True%20Positives%20(Best)>): Higher is better; unit: SCALAR.

- [False Positives (Best)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=False%20Positives%20(Best)>): Lower is better; unit: SCALAR.

- [Area Ratio (µAr)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=Area%20Ratio%20(%C2%B5Ar)>): Higher is better; unit: SCALAR.

- [Coeff. of Variation Area Ratio (cˆVAr)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=Coeff.%20of%20Variation%20Area%20Ratio%20(c%CB%86VAr)>): Higher is better; unit: SCALAR.

- [Mean Value (µa)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=Mean%20Value%20(%C2%B5a)>): Higher is better; unit: SCALAR.

- [Mean Score (µe)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=Mean%20Score%20(%C2%B5e)>): Higher is better; unit: SCALAR.

- [True Positives (Mean) (µTP)](<https://www.sota2.com/research/sota/intrusion-detection-on-optc-051.md?metric=True%20Positives%20(Mean)%20(%C2%B5TP)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ADP (Mean) | Result date | Report paper |
| --- | --- | --- | --- |
| GRASP | 100 | Not recorded | 6a0162bedbc836b87d82337b |
| MAGIC | 100 | Not recorded | 6a0162bedbc836b87d82337b |
| GRASP | 100 | Not recorded | 6a0162bedbc836b87d82337b |
| ORTHRUS | 68 | Not recorded | 6a0162bedbc836b87d82337b |
| THREATRACE | 62 | Not recorded | 6a0162bedbc836b87d82337b |
| FLASH | 58 | Not recorded | 6a0162bedbc836b87d82337b |
| THREATRACE | 57 | Not recorded | 6a0162bedbc836b87d82337b |
| VELOX | 57 | Not recorded | 6a0162bedbc836b87d82337b |
| KAIROS | 50 | Not recorded | 6a0162bedbc836b87d82337b |
| VELOX | 39 | Not recorded | 6a0162bedbc836b87d82337b |
| KAIROS | 38 | Not recorded | 6a0162bedbc836b87d82337b |
| MAGIC | 37 | Not recorded | 6a0162bedbc836b87d82337b |
| ORTHRUS | 25 | Not recorded | 6a0162bedbc836b87d82337b |
| NODLINK | 20 | Not recorded | 6a0162bedbc836b87d82337b |
| FLASH | 14 | Not recorded | 6a0162bedbc836b87d82337b |
| NODLINK | 3 | Not recorded | 6a0162bedbc836b87d82337b |

### GRASP

ADP (Mean): 100. Result ID: 6a01ae3147f34ce924e430ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### MAGIC

ADP (Mean): 100. Result ID: 6a01ae3147f34ce924e430f7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### GRASP

ADP (Mean): 100. Result ID: 6a01ae3147f34ce924e430fc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### ORTHRUS

ADP (Mean): 68. Result ID: 6a01ae3147f34ce924e430ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### THREATRACE

ADP (Mean): 62. Result ID: 6a01ae3147f34ce924e430f5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### FLASH

ADP (Mean): 58. Result ID: 6a01ae3147f34ce924e430f9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### THREATRACE

ADP (Mean): 57. Result ID: 6a01ae3147f34ce924e430e5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### VELOX

ADP (Mean): 57. Result ID: 6a01ae3147f34ce924e430eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### KAIROS

ADP (Mean): 50. Result ID: 6a01ae3147f34ce924e430e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### VELOX

ADP (Mean): 39. Result ID: 6a01ae3147f34ce924e430fb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### KAIROS

ADP (Mean): 38. Result ID: 6a01ae3147f34ce924e430f8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### MAGIC

ADP (Mean): 37. Result ID: 6a01ae3147f34ce924e430e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### ORTHRUS

ADP (Mean): 25. Result ID: 6a01ae3147f34ce924e430fa.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### NODLINK

ADP (Mean): 20. Result ID: 6a01ae3147f34ce924e430e6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### FLASH

ADP (Mean): 14. Result ID: 6a01ae3147f34ce924e430e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

### NODLINK

ADP (Mean): 3. Result ID: 6a01ae3147f34ce924e430f6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162bedbc836b87d82337b.md>)

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

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