# Semantic Segmentation on NYU Depth v2 (test) (Accuracy)

Source: [Semantic Segmentation on NYU Depth v2 (test) (Accuracy)](<https://www.sota2.com/research/sota/semantic-segmentation-on-nyu-depth-v2-test-accuracy>)

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

Data updated: 2026-02-26T05:58:03.375Z

Evaluation of Semantic Segmentation performance on the test split of the NYU Depth V2 dataset, reporting Pixel Accuracy.

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) | NYU Depth v2 (test) |
| Metric | Pixel Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Pixel Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-nyu-depth-v2-test-accuracy.md?metric=Pixel%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pixel Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SSCN-FCN B | 68.5 | Not recorded | 68fa63d81e209131cea0140a |
| SSCN-FCN A | 66.9 | Not recorded | 68fa63d81e209131cea0140a |
| SSCN-FCN B | 66.4 | Not recorded | 68fa63d81e209131cea0140a |
| SSCN-FCN A | 64.1 | Not recorded | 68fa63d81e209131cea0140a |
| 2D FCN | 61.5 | Not recorded | 68fa63d81e209131cea0140a |

### SSCN-FCN B

Pixel Accuracy: 68.5. Result ID: 698c0513f729bc7f68e7d72a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea0140a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea0140a.md>)

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

Recorded evaluation configuration: {"k":"4","FLOPs":"17.90G","Memory":"46.4M"}. This record does not assert independent reproduction.

### SSCN-FCN A

Pixel Accuracy: 66.9. Result ID: 698c0513f729bc7f68e7d728.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea0140a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea0140a.md>)

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

Recorded evaluation configuration: {"k":"4","FLOPs":"4.36G","Memory":"20.7M"}. This record does not assert independent reproduction.

### SSCN-FCN B

Pixel Accuracy: 66.4. Result ID: 698c0513f729bc7f68e7d729.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea0140a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea0140a.md>)

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

Recorded evaluation configuration: {"k":"1","FLOPs":"4.50G","Memory":"11.6M"}. This record does not assert independent reproduction.

### SSCN-FCN A

Pixel Accuracy: 64.1. Result ID: 698c0513f729bc7f68e7d727.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea0140a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea0140a.md>)

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

Recorded evaluation configuration: {"k":"1","FLOPs":"1.09G","Memory":"5.2M"}. This record does not assert independent reproduction.

### 2D FCN

Pixel Accuracy: 61.5. Result ID: 698c0513f729bc7f68e7d726.

[Reporting paper](<https://www.sota2.com/research/paper/68fa63d81e209131cea0140a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627b1e209131ce9f9766.md>)

[Implementation](<http://fcn.berkeleyvision.org/>)

Recorded evaluation configuration: {"k":"1","FLOPs":"28.50G","Memory":"135.7M"}. This record does not assert independent reproduction.

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