# Semantic Segmentation on Bedroom dataset

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

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

Data updated: 2026-02-26T05:37:42.927Z

Evaluation of Semantic Segmentation performance on the Bedroom dataset, reporting per-class and mean metrics for objects like Bed, Pillow, Lamp, Window, and Painting.

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) | Bedroom dataset |
| Metric | Bed 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

- [Bed Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Bed%20Accuracy>): Higher is better; unit: PERCENT.

- [Bed mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Bed%20mIoU>): Higher is better; unit: PERCENT.

- [Pillow Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Pillow%20Accuracy>): Higher is better; unit: PERCENT.

- [Pillow mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Pillow%20mIoU>): Higher is better; unit: PERCENT.

- [Lamp Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Lamp%20Accuracy>): Higher is better; unit: PERCENT.

- [Lamp mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Lamp%20mIoU>): Higher is better; unit: PERCENT.

- [Window Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Window%20Accuracy>): Higher is better; unit: PERCENT.

- [Window mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Window%20mIoU>): Higher is better; unit: PERCENT.

- [Painting Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Painting%20Accuracy>): Higher is better; unit: PERCENT.

- [Painting mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Painting%20mIoU>): Higher is better; unit: PERCENT.

- [Mean Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Mean%20Accuracy>): Higher is better; unit: PERCENT.

- [Mean mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-bedroom-dataset.md?metric=Mean%20mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Bed Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DMP | 89.47 | Not recorded | 68fa72ba1e209131cea5830d |
| SPADE | 86.77 | Not recorded | 68fa72ba1e209131cea5830d |
| DRIT++ | 84.85 | Not recorded | 68fa72ba1e209131cea5830d |
| DDIB | 39.84 | Not recorded | 68fa72ba1e209131cea5830d |
| SDEdit | 9.58 | Not recorded | 68fa72ba1e209131cea5830d |
| IP2P | 7.14 | Not recorded | 68fa72ba1e209131cea5830d |
| VISII | 0.6 | Not recorded | 68fa72ba1e209131cea5830d |

### DMP

Bed Accuracy: 89.47. Result ID: 6992567a3a6c3148490e46b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea5830d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea5830d.md>)

[Implementation](<https://github.com/shinying/dmp>)

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

### SPADE

Bed Accuracy: 86.77. Result ID: 6992567a3a6c3148490e46af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea5830d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Implementation](<https://github.com/NVlabs/SPADE>)

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

### DRIT++

Bed Accuracy: 84.85. Result ID: 6992567a3a6c3148490e46b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea5830d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea12a46.md>)

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

### DDIB

Bed Accuracy: 39.84. Result ID: 6992567a3a6c3148490e46b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea5830d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ead1e209131cea41547.md>)

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

### SDEdit

Bed Accuracy: 9.58. Result ID: 6992567a3a6c3148490e46b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea5830d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebbb.md>)

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

### IP2P

Bed Accuracy: 7.14. Result ID: 6992567a3a6c3148490e46b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea5830d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa43.md>)

[Implementation](<https://www.sota2.com/timothybrooks.com/instruct-pix2pix>)

Recorded evaluation configuration: {"training":"learned"}. This record does not assert independent reproduction.

### VISII

Bed Accuracy: 0.6. Result ID: 6992567a3a6c3148490e46b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea5830d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70281e209131cea497be.md>)

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

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