# Semantic Segmentation on EXPo Quadruped to Drone 1.0 (test)

Source: [Semantic Segmentation on EXPo Quadruped to Drone 1.0 (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test>)

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

Data updated: 2026-02-26T05:30:26.260Z

Evaluation of Semantic Segmentation performance on the test split of the EXPo Quadruped to Drone 1.0 dataset, reporting overall accuracy metrics (Acc, mAcc, mIoU, fIoU) and per-class metrics for various scene elements.

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) | EXPo Quadruped to Drone 1.0 (test) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Mean Accuracy (mAcc)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Mean%20Accuracy%20(mAcc)>): Higher is better; unit: PERCENT.

- [mIoU (Mean IoU)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=mIoU%20(Mean%20IoU)>): Higher is better; unit: PERCENT.

- [fIoU (Frequency Weighted IoU)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=fIoU%20(Frequency%20Weighted%20IoU)>): Higher is better; unit: PERCENT.

- [Accuracy (ground)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy%20(ground)>): Higher is better; unit: PERCENT.

- [Accuracy (fence)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy%20(fence)>): Higher is better; unit: PERCENT.

- [Accuracy (person)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy%20(person)>): Higher is better; unit: PERCENT.

- [Accuracy (pole)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy%20(pole)>): Higher is better; unit: PERCENT.

- [Accuracy (road)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy%20(road)>): Higher is better; unit: PERCENT.

- [Accuracy (sidewalk)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy%20(sidewalk)>): Higher is better; unit: PERCENT.

- [Accuracy (veg)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy%20(veg)>): Higher is better; unit: PERCENT.

- [Accuracy (wall)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy%20(wall)>): Higher is better; unit: PERCENT.

- [Accuracy (sign)](<https://www.sota2.com/research/sota/semantic-segmentation-on-expo-quadruped-to-drone-1-0-test.md?metric=Accuracy%20(sign)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Target\* | 79.57 | Not recorded | 68fa779f1e209131cea746f8 |
| EventFly | 65.78 | Not recorded | 68fa779f1e209131cea746f8 |
| MIC | 64.49 | Not recorded | 68fa779f1e209131cea746f8 |
| PLSR | 63.57 | Not recorded | 68fa779f1e209131cea746f8 |
| DACS | 60.74 | Not recorded | 68fa779f1e209131cea746f8 |
| AdaptSegNet | 57.07 | Not recorded | 68fa779f1e209131cea746f8 |
| Source-Only | 52.62 | Not recorded | 68fa779f1e209131cea746f8 |

### Target\*

Accuracy: 79.57. Result ID: 6995561f3badfaffe646aa94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746f8.md>)

Recorded evaluation configuration: {"adaptation":"Oracle (Target Supervision)"}. This record does not assert independent reproduction.

### EventFly

Accuracy: 65.78. Result ID: 6995561f3badfaffe646aa93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746f8.md>)

[Implementation](<https://event-fly.github.io/>)

Recorded evaluation configuration: {"adaptation":"Cross-platform"}. This record does not assert independent reproduction.

### MIC

Accuracy: 64.49. Result ID: 6995561f3badfaffe646aa91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42b0d.md>)

[Implementation](<https://github.com/lhoyer/MIC>)

Recorded evaluation configuration: {"adaptation":"Cross-platform"}. This record does not assert independent reproduction.

### PLSR

Accuracy: 63.57. Result ID: 6995561f3badfaffe646aa92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ab1e209131cea5273d.md>)

Recorded evaluation configuration: {"adaptation":"Cross-platform"}. This record does not assert independent reproduction.

### DACS

Accuracy: 60.74. Result ID: 6995561f3badfaffe646aa90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d91e209131cea1eaa7.md>)

[Implementation](<https://github.com/vikolss/DACS>)

Recorded evaluation configuration: {"adaptation":"Cross-platform"}. This record does not assert independent reproduction.

### AdaptSegNet

Accuracy: 57.07. Result ID: 6995561f3badfaffe646aa8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67eb1e209131cea19203.md>)

[Implementation](<https://github.com/wasidennis/AdaptSegNet>)

Recorded evaluation configuration: {"adaptation":"Cross-platform"}. This record does not assert independent reproduction.

### Source-Only

Accuracy: 52.62. Result ID: 6995561f3badfaffe646aa8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779f1e209131cea746f8.md>)

Recorded evaluation configuration: {"adaptation":"None"}. This record does not assert independent reproduction.

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