# Semantic Segmentation on HOI4D 1.0 (test)

Source: [Semantic Segmentation on HOI4D 1.0 (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-hoi4d-1-0-test>)

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

Data updated: 2026-02-26T06:10:18.011Z

Evaluation of Semantic Segmentation performance on the test split of the HOI4D 1.0 dataset, typically reporting Mean Intersection over Union (mIoU).

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) | HOI4D 1.0 (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-hoi4d-1-0-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| PPTr+C2P | 42.3 | Not recorded | 68fa6e441e209131cea3edb7 |
| PPTr+C2P | 42.3 | Not recorded | 68fa6e441e209131cea3edb7 |
| P4Transformer+C2P | 41.4 | Not recorded | 68fa6e441e209131cea3edb7 |
| P4Transformer+C2P | 41.4 | Not recorded | 68fa6e441e209131cea3edb7 |
| PPTr+VideoMAE | 41.3 | Not recorded | 68fa6e441e209131cea3edb7 |
| PPTr+VideoMAE | 41.3 | Not recorded | 68fa6e441e209131cea3edb7 |
| PPTr+STRL | 41.2 | Not recorded | 68fa6e441e209131cea3edb7 |
| PPTr+STRL | 41.2 | Not recorded | 68fa6e441e209131cea3edb7 |
| PPTr | 41 | Not recorded | 68fa6e441e209131cea3edb7 |
| PPTr | 41 | Not recorded | 68fa6e441e209131cea3edb7 |
| P4Transformer | 40.1 | Not recorded | 68fa6e441e209131cea3edb7 |
| P4Transformer | 40.1 | Not recorded | 68fa6e441e209131cea3edb7 |

### PPTr+C2P

mIoU: 42.3. Result ID: 6990224e3a6c314849fe5a22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### PPTr+C2P

mIoU: 42.3. Result ID: 6990224e3a6c314849fe5a40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### P4Transformer+C2P

mIoU: 41.4. Result ID: 6990224e3a6c314849fe5a1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### P4Transformer+C2P

mIoU: 41.4. Result ID: 6990224e3a6c314849fe5a3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### PPTr+VideoMAE

mIoU: 41.3. Result ID: 6990224e3a6c314849fe5a21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbe1e209131cea3bcb2.md>)

[Implementation](<https://github.com/facebookresearch/mae_st>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### PPTr+VideoMAE

mIoU: 41.3. Result ID: 6990224e3a6c314849fe5a3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbe1e209131cea3bcb2.md>)

[Implementation](<https://github.com/facebookresearch/mae_st>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### PPTr+STRL

mIoU: 41.2. Result ID: 6990224e3a6c314849fe5a20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### PPTr+STRL

mIoU: 41.2. Result ID: 6990224e3a6c314849fe5a3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### PPTr

mIoU: 41. Result ID: 6990224e3a6c314849fe5a1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3ed9a.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### PPTr

mIoU: 41. Result ID: 6990224e3a6c314849fe5a3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3ed9a.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### P4Transformer

mIoU: 40.1. Result ID: 6990224e3a6c314849fe5a1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

### P4Transformer

mIoU: 40.1. Result ID: 6990224e3a6c314849fe5a3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e441e209131cea3edb7.md>)

Recorded evaluation configuration: {"Frames":3}. This record does not assert independent reproduction.

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