# Semantic Segmentation on ICs 8-14 (Out-of-distribution)

Source: [Semantic Segmentation on ICs 8-14 (Out-of-distribution)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ics-8-14-out-of-distribution>)

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

Data updated: 2026-03-18T08:54:10.171Z

Evaluation of Semantic Segmentation performance on the ICs 8-14 dataset, focusing on out-of-distribution generalization, reporting PA, Dice, and IoU.

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 | Semantic Segmentation |
| Dataset (including any stated split) | ICs 8-14 (Out-of-distribution) |
| Metric | PA |
| Unit | PERCENT |
| Direction | Higher 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

- [PA](<https://www.sota2.com/research/sota/semantic-segmentation-on-ics-8-14-out-of-distribution.md?metric=PA>): Higher is better; unit: PERCENT.

- [Dice](<https://www.sota2.com/research/sota/semantic-segmentation-on-ics-8-14-out-of-distribution.md?metric=Dice>): Higher is better; unit: PERCENT.

- [IoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-ics-8-14-out-of-distribution.md?metric=IoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PA | Result date | Report paper |
| --- | --- | --- | --- |
| SAMSEM | 95.9 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMSEM | 95.9 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMSEM | 95.8 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMSEM | 93.6 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMSEM | 93.4 | Not recorded | 69ba318e0636e5bf4afc085b |
| SAMIC | 93.4 | Not recorded | 69ba318e0636e5bf4afc085b |
| FCN | 91 | Not recorded | 69ba318e0636e5bf4afc085b |
| U-Net | 90.7 | Not recorded | 69ba318e0636e5bf4afc085b |
| DeepLabV3 | 90.4 | Not recorded | 69ba318e0636e5bf4afc085b |

### SAMSEM

PA: 95.9. Result ID: 69ba683147f34ce924a475b0.

[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

PA: 95.9. Result ID: 69ba683147f34ce924a475b1.

[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

PA: 95.8. Result ID: 69ba683147f34ce924a475b2.

[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

PA: 93.6. Result ID: 69ba683147f34ce924a475b3.

[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.

### SAMSEM

PA: 93.4. Result ID: 69ba683147f34ce924a475b4.

[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.

### SAMIC

PA: 93.4. Result ID: 69ba683147f34ce924a475b5.

[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

PA: 91. Result ID: 69ba683147f34ce924a475b8.

[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

PA: 90.7. Result ID: 69ba683147f34ce924a475b6.

[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.

### DeepLabV3

PA: 90.4. Result ID: 69ba683147f34ce924a475b7.

[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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