# Semantic Segmentation on Domains Campus

Source: [Semantic Segmentation on Domains Campus](<https://www.sota2.com/research/sota/semantic-segmentation-on-domains-campus>)

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

Data updated: 2026-06-01T09:28:02.313Z

Evaluation of Semantic Segmentation performance on the Domains Campus dataset, reporting FAA and F scores.

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) | Domains Campus |
| Metric | FAA |
| 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

- [FAA](<https://www.sota2.com/research/sota/semantic-segmentation-on-domains-campus.md?metric=FAA>): Higher is better; unit: PERCENT.

- [F Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-domains-campus.md?metric=F%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FAA | Result date | Report paper |
| --- | --- | --- | --- |
| Task oracle | 47.5 | Not recorded | 6a1d1228dbd7150506f8404a |
| Remembering by Reconstructing | 45.8 | Not recorded | 6a1d1228dbd7150506f8404a |
| Joint FT | 45 | Not recorded | 6a1d1228dbd7150506f8404a |
| CoLoR++ | 44.8 | Not recorded | 6a1d1228dbd7150506f8404a |
| DRIFT | 43 | Not recorded | 6a1d1228dbd7150506f8404a |
| Replay | 42.5 | Not recorded | 6a1d1228dbd7150506f8404a |
| LoRA merging | 41 | Not recorded | 6a1d1228dbd7150506f8404a |
| Naïve FT | 32.6 | Not recorded | 6a1d1228dbd7150506f8404a |
| No FT | 30.2 | Not recorded | 6a1d1228dbd7150506f8404a |

### Task oracle

FAA: 47.5. Result ID: 6a1d5086fbc373592c16d949.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

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

### Remembering by Reconstructing

FAA: 45.8. Result ID: 6a1d5086fbc373592c16d948.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

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

### Joint FT

FAA: 45. Result ID: 6a1d5086fbc373592c16d94a.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

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

### CoLoR++

FAA: 44.8. Result ID: 6a1d5086fbc373592c16d947.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71571e209131cea50a4d.md>)

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

### DRIFT

FAA: 43. Result ID: 6a1d5086fbc373592c16d945.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765d1e209131cea6ca63.md>)

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

### Replay

FAA: 42.5. Result ID: 6a1d5086fbc373592c16d944.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120af.md>)

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

### LoRA merging

FAA: 41. Result ID: 6a1d5086fbc373592c16d946.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71221e209131cea4f680.md>)

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

### Naïve FT

FAA: 32.6. Result ID: 6a1d5086fbc373592c16d943.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

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

### No FT

FAA: 30.2. Result ID: 6a1d5086fbc373592c16d942.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d1228dbd7150506f8404a.md>)

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

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