# Depth Map Super-Resolution on Middlebury Cones 8-bit (test)

Source: [Depth Map Super-Resolution on Middlebury Cones 8-bit (test)](<https://www.sota2.com/research/sota/depth-map-super-resolution-on-middlebury-cones-8-bit-test>)

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

Data updated: 2026-02-26T05:59:51.443Z

Evaluation of Depth Map Super-Resolution performance on the test split of the Middlebury Cones 8-bit dataset, measured using RMSE.

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 | Depth Map Super-Resolution |
| Dataset (including any stated split) | Middlebury Cones 8-bit (test) |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 14 of 14 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/depth-map-super-resolution-on-middlebury-cones-8-bit-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| bimodal co-sparse analysis model | 0.68 | Not recorded | 68fa60dc1e209131ce9f191e |
| Hawe et al. | 0.939 | Not recorded | 68fa60dc1e209131ce9f191e |
| Aodha et al. | 1.227 | Not recorded | 68fa60dc1e209131ce9f191e |
| Chan et al. | 1.353 | Not recorded | 68fa60dc1e209131ce9f191e |
| bimodal co-sparse analysis model | 1.383 | Not recorded | 68fa60dc1e209131ce9f191e |
| Hawe et al. | 1.398 | Not recorded | 68fa60dc1e209131ce9f191e |
| Chan et al. | 1.45 | Not recorded | 68fa60dc1e209131ce9f191e |
| nearest-neighbor | 1.531 | Not recorded | 68fa60dc1e209131ce9f191e |
| Chan et al. | 1.635 | Not recorded | 68fa60dc1e209131ce9f191e |
| Aodha et al. | 1.779 | Not recorded | 68fa60dc1e209131ce9f191e |
| bimodal co-sparse analysis model | 1.871 | Not recorded | 68fa60dc1e209131ce9f191e |
| Hawe et al. | 1.883 | Not recorded | 68fa60dc1e209131ce9f191e |
| nearest-neighbor | 2.47 | Not recorded | 68fa60dc1e209131ce9f191e |
| nearest-neighbor | 3.26 | Not recorded | 68fa60dc1e209131ce9f191e |

### bimodal co-sparse analysis model

RMSE: 0.68. Result ID: 698bcaff7a967eddb77164af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

[Implementation](<http://www.gol.ei.tum.de/>)

Recorded evaluation configuration: {"Upscaling factor":"2x"}. This record does not assert independent reproduction.

### Hawe et al.

RMSE: 0.939. Result ID: 698bcaff7a967eddb77164ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e81e209131ce9f6a2b.md>)

Recorded evaluation configuration: {"Upscaling factor":"2x"}. This record does not assert independent reproduction.

### Aodha et al.

RMSE: 1.227. Result ID: 698bcaff7a967eddb77164ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

Recorded evaluation configuration: {"Upscaling factor":"2x"}. This record does not assert independent reproduction.

### Chan et al.

RMSE: 1.353. Result ID: 698bcaff7a967eddb77164ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

Recorded evaluation configuration: {"Upscaling factor":"2x"}. This record does not assert independent reproduction.

### bimodal co-sparse analysis model

RMSE: 1.383. Result ID: 698bcaff7a967eddb77164b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

[Implementation](<http://www.gol.ei.tum.de/>)

Recorded evaluation configuration: {"Upscaling factor":"4x"}. This record does not assert independent reproduction.

### Hawe et al.

RMSE: 1.398. Result ID: 698bcaff7a967eddb77164b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e81e209131ce9f6a2b.md>)

Recorded evaluation configuration: {"Upscaling factor":"4x"}. This record does not assert independent reproduction.

### Chan et al.

RMSE: 1.45. Result ID: 698bcaff7a967eddb77164b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

Recorded evaluation configuration: {"Upscaling factor":"4x"}. This record does not assert independent reproduction.

### nearest-neighbor

RMSE: 1.531. Result ID: 698bcaff7a967eddb77164ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

Recorded evaluation configuration: {"Upscaling factor":"2x"}. This record does not assert independent reproduction.

### Chan et al.

RMSE: 1.635. Result ID: 698bcaff7a967eddb77164b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

Recorded evaluation configuration: {"Upscaling factor":"8x"}. This record does not assert independent reproduction.

### Aodha et al.

RMSE: 1.779. Result ID: 698bcaff7a967eddb77164b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

Recorded evaluation configuration: {"Upscaling factor":"4x"}. This record does not assert independent reproduction.

### bimodal co-sparse analysis model

RMSE: 1.871. Result ID: 698bcaff7a967eddb77164b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

[Implementation](<http://www.gol.ei.tum.de/>)

Recorded evaluation configuration: {"Upscaling factor":"8x"}. This record does not assert independent reproduction.

### Hawe et al.

RMSE: 1.883. Result ID: 698bcaff7a967eddb77164b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e81e209131ce9f6a2b.md>)

Recorded evaluation configuration: {"Upscaling factor":"8x"}. This record does not assert independent reproduction.

### nearest-neighbor

RMSE: 2.47. Result ID: 698bcaff7a967eddb77164b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

Recorded evaluation configuration: {"Upscaling factor":"4x"}. This record does not assert independent reproduction.

### nearest-neighbor

RMSE: 3.26. Result ID: 698bcaff7a967eddb77164b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa60dc1e209131ce9f191e.md>)

Recorded evaluation configuration: {"Upscaling factor":"8x"}. This record does not assert independent reproduction.

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