# Depth Estimation on pulmonary phantom dataset (test)

Source: [Depth Estimation on pulmonary phantom dataset (test)](<https://www.sota2.com/research/sota/depth-estimation-on-pulmonary-phantom-dataset-test>)

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

Data updated: 2026-02-26T05:51:48.745Z

Evaluation of Depth Estimation performance on the test split of the pulmonary phantom dataset, measured using metrics such as Mean Absolute Relative Difference, RMSE, and thresholded accuracy metrics.

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 Estimation |
| Dataset (including any stated split) | pulmonary phantom dataset (test) |
| Metric | Mean Abs Rel Diff |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Mean Abs Rel Diff](<https://www.sota2.com/research/sota/depth-estimation-on-pulmonary-phantom-dataset-test.md?metric=Mean%20Abs%20Rel%20Diff>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/depth-estimation-on-pulmonary-phantom-dataset-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [Accuracy (sigma=1.25)](<https://www.sota2.com/research/sota/depth-estimation-on-pulmonary-phantom-dataset-test.md?metric=Accuracy%20(sigma%3D1.25)>): Higher is better; unit: PERCENT.

- [Accuracy (sigma=1.25^2)](<https://www.sota2.com/research/sota/depth-estimation-on-pulmonary-phantom-dataset-test.md?metric=Accuracy%20(sigma%3D1.25%5E2)>): Higher is better; unit: PERCENT.

- [Accuracy (sigma=1.25^3)](<https://www.sota2.com/research/sota/depth-estimation-on-pulmonary-phantom-dataset-test.md?metric=Accuracy%20(sigma%3D1.25%5E3)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean Abs Rel Diff | Result date | Report paper |
| --- | --- | --- | --- |
| Domain-adapted | 0.379 | Not recorded | 68fa6add1e209131cea2ae1a |
| Explicit DT | 0.524 | Not recorded | 68fa6add1e209131cea2ae1a |
| Domain-adapted | 0.543 | Not recorded | 68fa6add1e209131cea2ae1a |
| Explicit DT | 0.58 | Not recorded | 68fa6add1e209131cea2ae1a |
| Vanilla | 0.659 | Not recorded | 68fa6add1e209131cea2ae1a |
| Vanilla | 0.699 | Not recorded | 68fa6add1e209131cea2ae1a |

### Domain-adapted

Mean Abs Rel Diff: 0.379. Result ID: 698e3fd3ffc3901de09c0252.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6add1e209131cea2ae1a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6add1e209131cea2ae1a.md>)

Recorded evaluation configuration: {"Coordinate convolution":"With"}. This record does not assert independent reproduction.

### Explicit DT

Mean Abs Rel Diff: 0.524. Result ID: 698e3fd3ffc3901de09c024e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6add1e209131cea2ae1a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1ac7a.md>)

Recorded evaluation configuration: {"Coordinate convolution":"Without"}. This record does not assert independent reproduction.

### Domain-adapted

Mean Abs Rel Diff: 0.543. Result ID: 698e3fd3ffc3901de09c024f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6add1e209131cea2ae1a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6add1e209131cea2ae1a.md>)

Recorded evaluation configuration: {"Coordinate convolution":"Without"}. This record does not assert independent reproduction.

### Explicit DT

Mean Abs Rel Diff: 0.58. Result ID: 698e3fd3ffc3901de09c0251.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6add1e209131cea2ae1a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1ac7a.md>)

Recorded evaluation configuration: {"Coordinate convolution":"With"}. This record does not assert independent reproduction.

### Vanilla

Mean Abs Rel Diff: 0.659. Result ID: 698e3fd3ffc3901de09c024d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6add1e209131cea2ae1a.md>)

Recorded evaluation configuration: {"Coordinate convolution":"Without"}. This record does not assert independent reproduction.

### Vanilla

Mean Abs Rel Diff: 0.699. Result ID: 698e3fd3ffc3901de09c0250.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6add1e209131cea2ae1a.md>)

Recorded evaluation configuration: {"Coordinate convolution":"With"}. This record does not assert independent reproduction.

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