# Semantic Segmentation on Pascal VOC 2012 (ECE)

Source: [Semantic Segmentation on Pascal VOC 2012 (ECE)](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-2012-ece>)

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

Data updated: 2026-06-23T09:36:31.774Z

Evaluation of Semantic Segmentation performance on the PASCAL VOC 2012 dataset, focusing on Expected Calibration Error (ECE).

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) | Pascal VOC 2012 |
| Metric | ECE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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

- [ECE](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-2012-ece.md?metric=ECE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | ECE | Result date | Report paper |
| --- | --- | --- | --- |
| QaTS | 2.94 | Not recorded | 6a3a1355206542251d7c7332 |
| FeatClip‡ | 3.2 | Not recorded | 6a3a1355206542251d7c7332 |
| IR | 3.23 | Not recorded | 6a3a1355206542251d7c7332 |
| GC | 3.26 | Not recorded | 6a3a1355206542251d7c7332 |
| AdaTS | 3.49 | Not recorded | 6a3a1355206542251d7c7332 |
| TS | 3.69 | Not recorded | 6a3a1355206542251d7c7332 |
| Uncal | 4.49 | Not recorded | 6a3a1355206542251d7c7332 |

### QaTS

ECE: 2.94. Result ID: 6a3a538ffbc373592c35ecaa.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1355206542251d7c7332.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1355206542251d7c7332.md>)

Recorded evaluation configuration: {"Backbone":"DLV3-R50"}. This record does not assert independent reproduction.

### FeatClip‡

ECE: 3.2. Result ID: 6a3a538ffbc373592c35eca9.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1355206542251d7c7332.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75701e209131cea67ed8.md>)

Recorded evaluation configuration: {"Backbone":"DLV3-R50"}. This record does not assert independent reproduction.

### IR

ECE: 3.23. Result ID: 6a3a538ffbc373592c35eca6.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1355206542251d7c7332.md>)

Recorded evaluation configuration: {"Backbone":"DLV3-R50"}. This record does not assert independent reproduction.

### GC

ECE: 3.26. Result ID: 6a3a538ffbc373592c35eca8.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1355206542251d7c7332.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70f31e209131cea4e498.md>)

Recorded evaluation configuration: {"Backbone":"DLV3-R50"}. This record does not assert independent reproduction.

### AdaTS

ECE: 3.49. Result ID: 6a3a538ffbc373592c35eca7.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1355206542251d7c7332.md>)

Recorded evaluation configuration: {"Backbone":"DLV3-R50"}. This record does not assert independent reproduction.

### TS

ECE: 3.69. Result ID: 6a3a538ffbc373592c35eca5.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1355206542251d7c7332.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638b1e209131ce9ff6d1.md>)

Recorded evaluation configuration: {"Backbone":"DLV3-R50"}. This record does not assert independent reproduction.

### Uncal

ECE: 4.49. Result ID: 6a3a538ffbc373592c35eca4.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1355206542251d7c7332.md>)

Recorded evaluation configuration: {"Backbone":"DLV3-R50"}. This record does not assert independent reproduction.

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