# Semantic Segmentation on PASCAL VOC 5i (Folds 0-3)

Source: [Semantic Segmentation on PASCAL VOC 5i (Folds 0-3)](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-5i-folds-0-3>)

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

Data updated: 2026-02-26T06:10:56.079Z

Evaluation of Semantic Segmentation performance using the PASCAL VOC 5i few-shot protocol, aggregating results across Folds 0 through 3.

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 5i (Folds 0-3) |
| Metric | mIoU (Fold 0) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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 (Fold 0)](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-5i-folds-0-3.md?metric=mIoU%20(Fold%200)>): Higher is better; unit: PERCENT.

- [mIoU (Fold 1)](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-5i-folds-0-3.md?metric=mIoU%20(Fold%201)>): Higher is better; unit: PERCENT.

- [mIoU (Fold 2)](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-5i-folds-0-3.md?metric=mIoU%20(Fold%202)>): Higher is better; unit: PERCENT.

- [mIoU (Fold 3)](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-5i-folds-0-3.md?metric=mIoU%20(Fold%203)>): Higher is better; unit: PERCENT.

- [Mean mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-pascal-voc-5i-folds-0-3.md?metric=Mean%20mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU (Fold 0) | Result date | Report paper |
| --- | --- | --- | --- |
| ASR | 49.35 | Not recorded | 68fa6a0f1e209131cea25dff |
| PPNet | 47.36 | Not recorded | 68fa6a0f1e209131cea25dff |

### ASR

mIoU (Fold 0): 49.35. Result ID: 698e0915ffc3901de09a49f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25dff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25dff.md>)

[Implementation](<https://www.sota2.com/github.com/Bibkiller/ASR>)

Recorded evaluation configuration: {"Ways":"2","Shots":"1"}. This record does not assert independent reproduction.

### PPNet

mIoU (Fold 0): 47.36. Result ID: 698e0915ffc3901de09a49f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25dff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e241e209131cea3e1e2.md>)

[Implementation](<https://github.com/Xiangyi1996/PPNet-PyTorch>)

Recorded evaluation configuration: {"Ways":"2","Shots":"1"}. This record does not assert independent reproduction.

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