# Metric Depth Estimation on ETH3D DepthVLM-Bench (evaluation)

Source: [Metric Depth Estimation on ETH3D DepthVLM-Bench (evaluation)](<https://www.sota2.com/research/sota/metric-depth-estimation-on-eth3d-depthvlm-bench-evaluation>)

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

Data updated: 2026-05-18T08:28:12.263Z

Evaluation of Metric Depth Estimation performance on the ETH3D DepthVLM-Bench (evaluation) split, reporting delta1 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 | Metric Depth Estimation |
| Dataset (including any stated split) | ETH3D DepthVLM-Bench (evaluation) |
| Metric | Delta-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Delta-1 Accuracy](<https://www.sota2.com/research/sota/metric-depth-estimation-on-eth3d-depthvlm-bench-evaluation.md?metric=Delta-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Delta-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DepthVLM-8B | 92.8 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| DepthVLM-4B | 92.4 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| Metric3Dv2 | 85.1 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| DepthAnythingV3 | 84.3 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| UniDepthV2 | 65.7 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| Metric3D | 37.3 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| Depth Pro | 35.5 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| ZoeDepth | 34.5 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| DepthAnything | 27.7 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| UniDepth | 14.9 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |
| DepthAnythingV2 | 11.1 | Not recorded | 6a0a9cecdbc836b87d82b2f8 |

### DepthVLM-8B

Delta-1 Accuracy: 92.8. Result ID: 6a0acd3c47f34ce924f0e395.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Implementation](<https://github.com/hanxunyu/DepthVLM>)

Recorded evaluation configuration: {"Backbone":"Qwen3-VL","Parameters":"8B"}. This record does not assert independent reproduction.

### DepthVLM-4B

Delta-1 Accuracy: 92.4. Result ID: 6a0acd3c47f34ce924f0e394.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Implementation](<https://github.com/hanxunyu/DepthVLM>)

Recorded evaluation configuration: {"Backbone":"Qwen3-VL","Parameters":"4B"}. This record does not assert independent reproduction.

### Metric3Dv2

Delta-1 Accuracy: 85.1. Result ID: 6a0acd3c47f34ce924f0e38e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767a1e209131cea6d44d.md>)

[Implementation](<https://jugghm.github.io/Metric3Dv2>)

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

### DepthAnythingV3

Delta-1 Accuracy: 84.3. Result ID: 6a0acd3c47f34ce924f0e393.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6916b7a30052cac1dc65e1dd.md>)

[Implementation](<https://github.com/ByteDance-Seed/depth-anything-3>)

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

### UniDepthV2

Delta-1 Accuracy: 65.7. Result ID: 6a0acd3c47f34ce924f0e390.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa772f1e209131cea71a6d.md>)

[Implementation](<https://www.sota2.com/github.com/lpiccinelli-eth/UniDepth>)

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

### Metric3D

Delta-1 Accuracy: 37.3. Result ID: 6a0acd3c47f34ce924f0e38d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70181e209131cea48f09.md>)

[Implementation](<https://github.com/YvanYin/Metric3D>)

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

### Depth Pro

Delta-1 Accuracy: 35.5. Result ID: 6a0acd3c47f34ce924f0e38c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78351e209131cea77395.md>)

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

### ZoeDepth

Delta-1 Accuracy: 34.5. Result ID: 6a0acd3c47f34ce924f0e38b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e62.md>)

[Implementation](<https://github.com/isl-org/ZoeDepth>)

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

### DepthAnything

Delta-1 Accuracy: 27.7. Result ID: 6a0acd3c47f34ce924f0e391.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cb1e209131cea58771.md>)

[Implementation](<https://depth-anything.github.io/>)

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

### UniDepth

Delta-1 Accuracy: 14.9. Result ID: 6a0acd3c47f34ce924f0e38f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57c8e.md>)

[Implementation](<https://www.sota2.com/github.com/lpiccinelli-eth/unidepth>)

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

### DepthAnythingV2

Delta-1 Accuracy: 11.1. Result ID: 6a0acd3c47f34ce924f0e392.

[Reporting paper](<https://www.sota2.com/research/paper/6a0a9cecdbc836b87d82b2f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75521e209131cea6728c.md>)

[Implementation](<https://depth-anything-v2.github.io/>)

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

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