# Semantic Segmentation on EpicTours

Source: [Semantic Segmentation on EpicTours](<https://www.sota2.com/research/sota/semantic-segmentation-on-epictours>)

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

Data updated: 2026-06-26T07:54:49.494Z

Evaluation of Semantic Segmentation performance on the EpicTours dataset.

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) | EpicTours |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher 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

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

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| FFN | 49.3 | Not recorded | 6a3e07b4206542251d7cb5a3 |
| TTT-Online | 42.8 | Not recorded | 6a3e07b4206542251d7cb5a3 |
| Self-Train | 39.1 | Not recorded | 6a3e07b4206542251d7cb5a3 |
| Self-Train | 37.3 | Not recorded | 6a3e07b4206542251d7cb5a3 |
| Tent | 35.9 | Not recorded | 6a3e07b4206542251d7cb5a3 |
| Tent | 35.6 | Not recorded | 6a3e07b4206542251d7cb5a3 |
| LN-Adapt | 32.1 | Not recorded | 6a3e07b4206542251d7cb5a3 |

### FFN

mIoU: 49.3. Result ID: 6a3e302dfbc373592c5fa1ce.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b4206542251d7cb5a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07b4206542251d7cb5a3.md>)

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

### TTT-Online

mIoU: 42.8. Result ID: 6a3e302dfbc373592c5fa1cd.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b4206542251d7cb5a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767b1e209131cea6d4e5.md>)

Recorded evaluation configuration: {"Sliding Window":"true"}. This record does not assert independent reproduction.

### Self-Train

mIoU: 39.1. Result ID: 6a3e302dfbc373592c5fa1cc.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b4206542251d7cb5a3.md>)

Recorded evaluation configuration: {"Balanced":"true"}. This record does not assert independent reproduction.

### Self-Train

mIoU: 37.3. Result ID: 6a3e302dfbc373592c5fa1cb.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b4206542251d7cb5a3.md>)

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

### Tent

mIoU: 35.9. Result ID: 6a3e302dfbc373592c5fa1ca.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b4206542251d7cb5a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Balanced":"true"}. This record does not assert independent reproduction.

### Tent

mIoU: 35.6. Result ID: 6a3e302dfbc373592c5fa1c9.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b4206542251d7cb5a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

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

### LN-Adapt

mIoU: 32.1. Result ID: 6a3e302dfbc373592c5fa1c8.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07b4206542251d7cb5a3.md>)

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

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