# Depth Super-Resolution on Middlebury 2005 (test)

Source: [Depth Super-Resolution on Middlebury 2005 (test)](<https://www.sota2.com/research/sota/depth-super-resolution-on-middlebury-2005-test>)

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

Data updated: 2026-02-26T05:35:02.089Z

Evaluation of Depth Super-Resolution performance on the test set of the Middlebury 2005 dataset, reporting scene-specific Mean Absolute Difference (MAD) scores.

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 Super-Resolution |
| Dataset (including any stated split) | Middlebury 2005 (test) |
| Metric | Art MAD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 38 of 38 |
| 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

- [Art MAD](<https://www.sota2.com/research/sota/depth-super-resolution-on-middlebury-2005-test.md?metric=Art%20MAD>): Lower is better; unit: SCALAR.

- [Books MAD](<https://www.sota2.com/research/sota/depth-super-resolution-on-middlebury-2005-test.md?metric=Books%20MAD>): Lower is better; unit: SCALAR.

- [Dolls MAD](<https://www.sota2.com/research/sota/depth-super-resolution-on-middlebury-2005-test.md?metric=Dolls%20MAD>): Lower is better; unit: SCALAR.

- [Laundry MAD](<https://www.sota2.com/research/sota/depth-super-resolution-on-middlebury-2005-test.md?metric=Laundry%20MAD>): Lower is better; unit: SCALAR.

- [Moebius MAD](<https://www.sota2.com/research/sota/depth-super-resolution-on-middlebury-2005-test.md?metric=Moebius%20MAD>): Lower is better; unit: SCALAR.

- [Reindeer MAD](<https://www.sota2.com/research/sota/depth-super-resolution-on-middlebury-2005-test.md?metric=Reindeer%20MAD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Art MAD | Result date | Report paper |
| --- | --- | --- | --- |
| DSRNet | 0.11 | Not recorded | 68fa69911e209131cea22baa |
| DJF | 0.12 | Not recorded | 68fa69911e209131cea22baa |
| DSRN | 0.12 | Not recorded | 68fa69911e209131cea22baa |
| DSRNet w/o CT | 0.16 | Not recorded | 68fa69911e209131cea22baa |
| DGDIE | 0.2 | Not recorded | 68fa69911e209131cea22baa |
| GSRPT | 0.22 | Not recorded | 68fa69911e209131cea22baa |
| DEIN | 0.23 | Not recorded | 68fa69911e209131cea22baa |
| DSRN | 0.25 | Not recorded | 68fa69911e209131cea22baa |
| DSRNet | 0.25 | Not recorded | 68fa69911e209131cea22baa |
| DSRNet w/o CT | 0.31 | Not recorded | 68fa69911e209131cea22baa |
| DJF | 0.4 | Not recorded | 68fa69911e209131cea22baa |
| DEIN | 0.4 | Not recorded | 68fa69911e209131cea22baa |
| CCFN | 0.43 | Not recorded | 68fa69911e209131cea22baa |
| MSG | 0.46 | Not recorded | 68fa69911e209131cea22baa |
| Bicubic | 0.48 | Not recorded | 68fa69911e209131cea22baa |
| DGDIE | 0.48 | Not recorded | 68fa69911e209131cea22baa |
| GSRPT | 0.48 | Not recorded | 68fa69911e209131cea22baa |
| DSRNet | 0.53 | Not recorded | 68fa69911e209131cea22baa |
| DSRNet w/o CT | 0.59 | Not recorded | 68fa69911e209131cea22baa |
| DSRN | 0.61 | Not recorded | 68fa69911e209131cea22baa |
| DEIN | 0.64 | Not recorded | 68fa69911e209131cea22baa |
| CCFN | 0.72 | Not recorded | 68fa69911e209131cea22baa |
| GSRPT | 0.74 | Not recorded | 68fa69911e209131cea22baa |
| MSG | 0.76 | Not recorded | 68fa69911e209131cea22baa |
| Bicubic | 0.97 | Not recorded | 68fa69911e209131cea22baa |
| DJF | 1.07 | Not recorded | 68fa69911e209131cea22baa |
| DGDIE | 1.2 | Not recorded | 68fa69911e209131cea22baa |
| DEIN | 1.34 | Not recorded | 68fa69911e209131cea22baa |
| DSRNet | 1.44 | Not recorded | 68fa69911e209131cea22baa |
| GSRPT | 1.48 | Not recorded | 68fa69911e209131cea22baa |
| CCFN | 1.5 | Not recorded | 68fa69911e209131cea22baa |
| MSG | 1.53 | Not recorded | 68fa69911e209131cea22baa |
| DSRNet w/o CT | 1.55 | Not recorded | 68fa69911e209131cea22baa |
| DSRN | 1.8 | Not recorded | 68fa69911e209131cea22baa |
| Bicubic | 1.85 | Not recorded | 68fa69911e209131cea22baa |
| DGDIE | 2.44 | Not recorded | 68fa69911e209131cea22baa |
| DJF | 2.78 | Not recorded | 68fa69911e209131cea22baa |
| Bicubic | 3.59 | Not recorded | 68fa69911e209131cea22baa |

### DSRNet

Art MAD: 0.11. Result ID: 698db8b28b517eb433235257.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x2"}. This record does not assert independent reproduction.

### DJF

Art MAD: 0.12. Result ID: 698db8b28b517eb433235239.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x2"}. This record does not assert independent reproduction.

### DSRN

Art MAD: 0.12. Result ID: 698db8b28b517eb43323524f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x2"}. This record does not assert independent reproduction.

### DSRNet w/o CT

Art MAD: 0.16. Result ID: 698db8b28b517eb433235253.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x2"}. This record does not assert independent reproduction.

### DGDIE

Art MAD: 0.2. Result ID: 698db8b28b517eb433235240.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x2"}. This record does not assert independent reproduction.

### GSRPT

Art MAD: 0.22. Result ID: 698db8b28b517eb43323524b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663d1e209131cea0f180.md>)

Recorded evaluation configuration: {"Scale":"x2"}. This record does not assert independent reproduction.

### DEIN

Art MAD: 0.23. Result ID: 698db8b28b517eb433235244.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x2"}. This record does not assert independent reproduction.

### DSRN

Art MAD: 0.25. Result ID: 698db8b28b517eb433235250.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### DSRNet

Art MAD: 0.25. Result ID: 698db8b28b517eb433235258.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### DSRNet w/o CT

Art MAD: 0.31. Result ID: 698db8b28b517eb433235254.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### DJF

Art MAD: 0.4. Result ID: 698db8b28b517eb43323523a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### DEIN

Art MAD: 0.4. Result ID: 698db8b28b517eb433235245.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### CCFN

Art MAD: 0.43. Result ID: 698db8b28b517eb433235248.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### MSG

Art MAD: 0.46. Result ID: 698db8b28b517eb43323523d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x2"}. This record does not assert independent reproduction.

### Bicubic

Art MAD: 0.48. Result ID: 698db8b28b517eb433235235.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x2"}. This record does not assert independent reproduction.

### DGDIE

Art MAD: 0.48. Result ID: 698db8b28b517eb433235241.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### GSRPT

Art MAD: 0.48. Result ID: 698db8b28b517eb43323524c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663d1e209131cea0f180.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### DSRNet

Art MAD: 0.53. Result ID: 698db8b28b517eb433235259.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### DSRNet w/o CT

Art MAD: 0.59. Result ID: 698db8b28b517eb433235255.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### DSRN

Art MAD: 0.61. Result ID: 698db8b28b517eb433235251.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### DEIN

Art MAD: 0.64. Result ID: 698db8b28b517eb433235246.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### CCFN

Art MAD: 0.72. Result ID: 698db8b28b517eb433235249.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### GSRPT

Art MAD: 0.74. Result ID: 698db8b28b517eb43323524d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663d1e209131cea0f180.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### MSG

Art MAD: 0.76. Result ID: 698db8b28b517eb43323523e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### Bicubic

Art MAD: 0.97. Result ID: 698db8b28b517eb433235236.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x4"}. This record does not assert independent reproduction.

### DJF

Art MAD: 1.07. Result ID: 698db8b28b517eb43323523b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### DGDIE

Art MAD: 1.2. Result ID: 698db8b28b517eb433235242.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### DEIN

Art MAD: 1.34. Result ID: 698db8b28b517eb433235247.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### DSRNet

Art MAD: 1.44. Result ID: 698db8b28b517eb43323525a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### GSRPT

Art MAD: 1.48. Result ID: 698db8b28b517eb43323524e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663d1e209131cea0f180.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### CCFN

Art MAD: 1.5. Result ID: 698db8b28b517eb43323524a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### MSG

Art MAD: 1.53. Result ID: 698db8b28b517eb43323523f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### DSRNet w/o CT

Art MAD: 1.55. Result ID: 698db8b28b517eb433235256.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### DSRN

Art MAD: 1.8. Result ID: 698db8b28b517eb433235252.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### Bicubic

Art MAD: 1.85. Result ID: 698db8b28b517eb433235237.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x8"}. This record does not assert independent reproduction.

### DGDIE

Art MAD: 2.44. Result ID: 698db8b28b517eb433235243.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### DJF

Art MAD: 2.78. Result ID: 698db8b28b517eb43323523c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

### Bicubic

Art MAD: 3.59. Result ID: 698db8b28b517eb433235238.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69911e209131cea22baa.md>)

Recorded evaluation configuration: {"Scale":"x16"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
