# Semantic Segmentation on SegFly-RGB Manual GT (test)

Source: [Semantic Segmentation on SegFly-RGB Manual GT (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-segfly-rgb-manual-gt-test>)

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

Data updated: 2026-03-19T10:09:15.240Z

Evaluation of Semantic Segmentation performance on the test split of the SegFly-RGB Manual GT dataset, reporting Accuracy and Frequency-weighted Mean Intersection over Union (FWmIoU).

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) | SegFly-RGB Manual GT (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-segfly-rgb-manual-gt-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [FWmIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-segfly-rgb-manual-gt-test.md?metric=FWmIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Firefly | 53.4 | Not recorded | 69bb830b0636e5bf4afc1a54 |
| UPerNet | 52.13 | Not recorded | 69bb830b0636e5bf4afc1a54 |
| UPerNet | 52.08 | Not recorded | 69bb830b0636e5bf4afc1a54 |
| SegFormer | 51.48 | Not recorded | 69bb830b0636e5bf4afc1a54 |
| SegFormer | 50.05 | Not recorded | 69bb830b0636e5bf4afc1a54 |
| Firefly | 47.81 | Not recorded | 69bb830b0636e5bf4afc1a54 |

### Firefly

Accuracy: 53.4. Result ID: 69bbcb4147f34ce924a64712.

[Reporting paper](<https://www.sota2.com/research/paper/69bb830b0636e5bf4afc1a54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb830b0636e5bf4afc1a54.md>)

Recorded evaluation configuration: {"Train Set":"SegFly RGB"}. This record does not assert independent reproduction.

### UPerNet

Accuracy: 52.13. Result ID: 69bbcb4147f34ce924a6470e.

[Reporting paper](<https://www.sota2.com/research/paper/69bb830b0636e5bf4afc1a54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea058b2.md>)

[Implementation](<https://github.com/CSAILVision/unifiedparsing>)

Recorded evaluation configuration: {"Train Set":"SegFly RGB"}. This record does not assert independent reproduction.

### UPerNet

Accuracy: 52.08. Result ID: 69bbcb4147f34ce924a6470d.

[Reporting paper](<https://www.sota2.com/research/paper/69bb830b0636e5bf4afc1a54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea058b2.md>)

[Implementation](<https://github.com/CSAILVision/unifiedparsing>)

Recorded evaluation configuration: {"Train Set":"Manual GT"}. This record does not assert independent reproduction.

### SegFormer

Accuracy: 51.48. Result ID: 69bbcb4147f34ce924a64710.

[Reporting paper](<https://www.sota2.com/research/paper/69bb830b0636e5bf4afc1a54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c997.md>)

[Implementation](<https://www.sota2.com/github.com/NVlabs/SegFormer>)

Recorded evaluation configuration: {"Train Set":"SegFly RGB"}. This record does not assert independent reproduction.

### SegFormer

Accuracy: 50.05. Result ID: 69bbcb4147f34ce924a6470f.

[Reporting paper](<https://www.sota2.com/research/paper/69bb830b0636e5bf4afc1a54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c997.md>)

[Implementation](<https://www.sota2.com/github.com/NVlabs/SegFormer>)

Recorded evaluation configuration: {"Train Set":"Manual GT"}. This record does not assert independent reproduction.

### Firefly

Accuracy: 47.81. Result ID: 69bbcb4147f34ce924a64711.

[Reporting paper](<https://www.sota2.com/research/paper/69bb830b0636e5bf4afc1a54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb830b0636e5bf4afc1a54.md>)

Recorded evaluation configuration: {"Train Set":"Manual GT"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.