# ESD Error Detection on ICs 8-14 (Out-of-distribution)

Source: [ESD Error Detection on ICs 8-14 (Out-of-distribution)](<https://www.sota2.com/research/sota/esd-error-detection-on-ics-8-14-out-of-distribution>)

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

Data updated: 2026-03-18T08:54:10.149Z

Evaluation of ESD Error Detection performance on the ICs 8-14 Out-of-distribution dataset, reporting total errors and counts for opens, shorts, false positives (FPs), and false negatives (FNs).

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 | ESD Error Detection |
| Dataset (including any stated split) | ICs 8-14 (Out-of-distribution) |
| Metric | Total Errors |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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

- [Total Errors](<https://www.sota2.com/research/sota/esd-error-detection-on-ics-8-14-out-of-distribution.md?metric=Total%20Errors>): Lower is better; unit: SCALAR.

- [Error Rate (%)](<https://www.sota2.com/research/sota/esd-error-detection-on-ics-8-14-out-of-distribution.md?metric=Error%20Rate%20(%25)>): Lower is better; unit: PERCENT.

- [Opens Count](<https://www.sota2.com/research/sota/esd-error-detection-on-ics-8-14-out-of-distribution.md?metric=Opens%20Count>): Lower is better; unit: SCALAR.

- [Shorts Count](<https://www.sota2.com/research/sota/esd-error-detection-on-ics-8-14-out-of-distribution.md?metric=Shorts%20Count>): Lower is better; unit: SCALAR.

- [False Positives (FP) Count](<https://www.sota2.com/research/sota/esd-error-detection-on-ics-8-14-out-of-distribution.md?metric=False%20Positives%20(FP)%20Count>): Lower is better; unit: SCALAR.

- [False Negatives (FN) Count](<https://www.sota2.com/research/sota/esd-error-detection-on-ics-8-14-out-of-distribution.md?metric=False%20Negatives%20(FN)%20Count>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Total Errors | Result date | Report paper |
| --- | --- | --- | --- |
| SAMSEM | 789 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMSEM | 838 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMSEM | 908 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMSEM | 1443 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMSEM | 1607 | Not recorded | 69ba318e0636e5bf4afc085b |
| DeepLabV3 | 3753 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMIC | 4116 | Not recorded | 69ba318e0636e5bf4afc085b |
| FCN | 5815 | Not recorded | 69ba318e0636e5bf4afc085b |
| U-Net | 7704 | Not recorded | 69ba318e0636e5bf4afc085b |

### SAMSEM

Total Errors: 789. Result ID: 69ba683147f34ce924a475a8.

[Reporting paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

Recorded evaluation configuration: {"evaluation\_type":"Out-of-distribution","configuration":"only pixel loss"}. This record does not assert independent reproduction.

### SAMSEM

Total Errors: 838. Result ID: 69ba683147f34ce924a475a7.

[Reporting paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

Recorded evaluation configuration: {"evaluation\_type":"Out-of-distribution"}. This record does not assert independent reproduction.

### SAMSEM

Total Errors: 908. Result ID: 69ba683147f34ce924a475a9.

[Reporting paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

Recorded evaluation configuration: {"evaluation\_type":"Out-of-distribution","configuration":"single model"}. This record does not assert independent reproduction.

### SAMSEM

Total Errors: 1443. Result ID: 69ba683147f34ce924a475ab.

[Reporting paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

Recorded evaluation configuration: {"evaluation\_type":"Out-of-distribution","configuration":"only 2"}. This record does not assert independent reproduction.

### SAMSEM

Total Errors: 1607. Result ID: 69ba683147f34ce924a475aa.

[Reporting paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

Recorded evaluation configuration: {"evaluation\_type":"Out-of-distribution","configuration":"only 1"}. This record does not assert independent reproduction.

### DeepLabV3

Total Errors: 3753. Result ID: 69ba683147f34ce924a475ae.

[Reporting paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

Recorded evaluation configuration: {"evaluation\_type":"Out-of-distribution"}. This record does not assert independent reproduction.

### SAMIC

Total Errors: 4116. Result ID: 69ba683147f34ce924a475ac.

[Reporting paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

Recorded evaluation configuration: {"evaluation\_type":"Out-of-distribution"}. This record does not assert independent reproduction.

### FCN

Total Errors: 5815. Result ID: 69ba683147f34ce924a475af.

[Reporting paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

Recorded evaluation configuration: {"evaluation\_type":"Out-of-distribution"}. This record does not assert independent reproduction.

### U-Net

Total Errors: 7704. Result ID: 69ba683147f34ce924a475ad.

[Reporting paper](<https://www.sota2.com/research/paper/69ba318e0636e5bf4afc085b.md>)

Recorded evaluation configuration: {"evaluation\_type":"Out-of-distribution"}. This record does not assert independent reproduction.

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