# Fault Diagnosis on JUST 10 dB

Source: [Fault Diagnosis on JUST 10 dB](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-10-db>)

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

Data updated: 2026-04-24T07:08:40.179Z

Evaluation of fault diagnosis model performance on the JUST dataset specifically under 10 dB Signal-to-Noise Ratio (SNR) conditions, reporting metrics J1 through J6.

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 | Fault Diagnosis |
| Dataset (including any stated split) | JUST 10 dB |
| Metric | J1 Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [J1 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-10-db.md?metric=J1%20Score>): Higher is better; unit: SCALAR.

- [J2 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-10-db.md?metric=J2%20Score>): Higher is better; unit: SCALAR.

- [J3 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-10-db.md?metric=J3%20Score>): Higher is better; unit: SCALAR.

- [J4 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-10-db.md?metric=J4%20Score>): Higher is better; unit: SCALAR.

- [J5 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-10-db.md?metric=J5%20Score>): Higher is better; unit: SCALAR.

- [J6 Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-10-db.md?metric=J6%20Score>): Higher is better; unit: SCALAR.

- [Average Score](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-10-db.md?metric=Average%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | J1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SDGN | 55.42 | Not recorded | 69eaf90755a3c32af89f88da |
| CDSRN | 53.73 | Not recorded | 69eaf90755a3c32af89f88da |
| DAHCL | 53.36 | Not recorded | 69eaf90755a3c32af89f88da |
| MSDGN | 52.35 | Not recorded | 69eaf90755a3c32af89f88da |
| DIFFN | 51.82 | Not recorded | 69eaf90755a3c32af89f88da |
| DFGN | 49.28 | Not recorded | 69eaf90755a3c32af89f88da |

### SDGN

J1 Score: 55.42. Result ID: 69eb162847f34ce924d2c154.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"5046"}. This record does not assert independent reproduction.

### CDSRN

J1 Score: 53.73. Result ID: 69eb162847f34ce924d2c153.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"3870"}. This record does not assert independent reproduction.

### DAHCL

J1 Score: 53.36. Result ID: 69eb162847f34ce924d2c157.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"3380"}. This record does not assert independent reproduction.

### MSDGN

J1 Score: 52.35. Result ID: 69eb162847f34ce924d2c156.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"1168"}. This record does not assert independent reproduction.

### DIFFN

J1 Score: 51.82. Result ID: 69eb162847f34ce924d2c152.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"3055"}. This record does not assert independent reproduction.

### DFGN

J1 Score: 49.28. Result ID: 69eb162847f34ce924d2c155.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf90755a3c32af89f88da.md>)

Recorded evaluation configuration: {"Training time (s)":"2587"}. This record does not assert independent reproduction.

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