# Depth Prediction on Oxford Flowers (test)

Source: [Depth Prediction on Oxford Flowers (test)](<https://www.sota2.com/research/sota/depth-prediction-on-oxford-flowers-test>)

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

Data updated: 2026-02-26T06:02:57.028Z

Evaluation of Depth Prediction performance on the test split of the Oxford Flowers dataset, reporting metrics such as SIDE and ∇d.

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 Prediction |
| Dataset (including any stated split) | Oxford Flowers (test) |
| Metric | SIDE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [SIDE](<https://www.sota2.com/research/sota/depth-prediction-on-oxford-flowers-test.md?metric=SIDE>): Lower is better; unit: SCALAR.

- [∇d](<https://www.sota2.com/research/sota/depth-prediction-on-oxford-flowers-test.md?metric=%E2%88%87d>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SIDE | Result date | Report paper |
| --- | --- | --- | --- |
| AR-NeRF | 3.94 | Not recorded | 68fa6cc61e209131cea35e49 |
| AR-GAN++ | 4.42 | Not recorded | 68fa6cc61e209131cea35e49 |
| AR-GAN | 4.46 | Not recorded | 68fa6cc61e209131cea35e49 |

### AR-NeRF

SIDE: 3.94. Result ID: 698f3d013a6c314849f76529.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Implementation](<https://www.kecl.ntt.co.jp/people/kaneko.takuhiro/projects/ar-nerf/>)

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

### AR-GAN++

SIDE: 4.42. Result ID: 698f3d013a6c314849f76528.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26bc5.md>)

[Implementation](<https://www.kecl.ntt.co.jp/people/kaneko.takuhiro/projects/ar-gan/>)

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

### AR-GAN

SIDE: 4.46. Result ID: 698f3d013a6c314849f76527.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cc61e209131cea35e49.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26bc5.md>)

[Implementation](<https://www.kecl.ntt.co.jp/people/kaneko.takuhiro/projects/ar-gan/>)

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

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