# Monocular Depth Estimation on NYU Depth V2 (AbsRel, delta\_1)

Source: [Monocular Depth Estimation on NYU Depth V2 (AbsRel, delta\_1)](<https://www.sota2.com/research/sota/monocular-depth-estimation-on-nyu-depth-v2-absrel-delta_1>)

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

Data updated: 2026-04-24T08:56:40.499Z

Evaluation of Monocular Depth Estimation performance on the NYU Depth V2 dataset, reporting Absolute Relative Error (AbsRel) and delta\_1 threshold 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 | Monocular Depth Estimation |
| Dataset (including any stated split) | NYU |
| Metric | AbsRel |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 26 of 26 |
| 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

- [AbsRel](<https://www.sota2.com/research/sota/monocular-depth-estimation-on-nyu-depth-v2-absrel-delta_1.md?metric=AbsRel>): Lower is better; unit: PERCENT.

- [Delta 1 Accuracy](<https://www.sota2.com/research/sota/monocular-depth-estimation-on-nyu-depth-v2-absrel-delta_1.md?metric=Delta%201%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AbsRel | Result date | Report paper |
| --- | --- | --- | --- |
| DepthAnything v2 | 4.4 | Not recorded | 69535c6353fdd5c36173d657 |
| VGGT | 4.99 | Not recorded | 69eaf91a55a3c32af89f89af |
| Marigold E2E | 5.2 | Not recorded | 69535c6353fdd5c36173d657 |
| Omni | 5.42 | Not recorded | 69eaf91a55a3c32af89f89af |
| Marigold v1.1 | 5.5 | Not recorded | 69535c6353fdd5c36173d657 |
| DA3 giant | 5.79 | Not recorded | 69eaf91a55a3c32af89f89af |
| Metric3D | 5.8 | Not recorded | 69535c6353fdd5c36173d657 |
| Marigold | 5.8 | Not recorded | 69535c6353fdd5c36173d657 |
| VAR-Depth | 6.4 | Not recorded | 69535c6353fdd5c36173d657 |
| DepthFM | 6.5 | Not recorded | 69535c6353fdd5c36173d657 |
| Hierarchical Depth Normalization | 6.9 | Not recorded | 68fa6da91e209131cea3b3ac |
| HDN | 6.9 | Not recorded | 69535c6353fdd5c36173d657 |
| Marigold | 7.81 | Not recorded | 69eaf91a55a3c32af89f89af |
| Cut3r | 8.24 | Not recorded | 69eaf91a55a3c32af89f89af |
| Leres | 9 | Not recorded | 68fa6da91e209131cea3b3ac |
| LeReS | 9 | Not recorded | 69535c6353fdd5c36173d657 |
| DPT | 9.8 | Not recorded | 69535c6353fdd5c36173d657 |
| MiDaS | 11.1 | Not recorded | 68fa6da91e209131cea3b3ac |
| MiDaS | 11.1 | Not recorded | 69535c6353fdd5c36173d657 |
| DiverseDepth | 11.7 | Not recorded | 68fa6da91e209131cea3b3ac |
| DiverseDepth | 11.7 | Not recorded | 69535c6353fdd5c36173d657 |
| Xian et al. | 16.6 | Not recorded | 68fa6da91e209131cea3b3ac |
| Chen et al. | 16.6 | Not recorded | 68fa6da91e209131cea3b3ac |
| MegaDepth | 19.4 | Not recorded | 68fa6da91e209131cea3b3ac |
| OASIS | 21.9 | Not recorded | 68fa6da91e209131cea3b3ac |
| WSVD | 22.6 | Not recorded | 68fa6da91e209131cea3b3ac |

### DepthAnything v2

AbsRel: 4.4. Result ID: 699806365698665ec45fbcee.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

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

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

Recorded evaluation configuration: {"Prior":"DINOv2 - 142M","training samples":"63M"}. This record does not assert independent reproduction.

### VGGT

AbsRel: 4.99. Result ID: 69eb303347f34ce924d397ea.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf91a55a3c32af89f89af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777a1e209131cea736f0.md>)

[Implementation](<https://github.com/facebookresearch/vggt>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### Marigold E2E

AbsRel: 5.2. Result ID: 699806365698665ec45fbcf3.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d9d.md>)

Recorded evaluation configuration: {"Prior":"SD - 2.3B","training samples":"74K"}. This record does not assert independent reproduction.

### Omni

AbsRel: 5.42. Result ID: 69eb303347f34ce924d397eb.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf91a55a3c32af89f89af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf91a55a3c32af89f89af.md>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### Marigold v1.1

AbsRel: 5.5. Result ID: 699806365698665ec45fbcf1.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79107.md>)

Recorded evaluation configuration: {"Prior":"SD - 2.3B","training samples":"74K"}. This record does not assert independent reproduction.

### DA3 giant

AbsRel: 5.79. Result ID: 69eb303347f34ce924d397e9.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf91a55a3c32af89f89af.md>)

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

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### Metric3D

AbsRel: 5.8. Result ID: 699806365698665ec45fbcef.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

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

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

Recorded evaluation configuration: {"Prior":"DINOv2 - 142M","training samples":"16M"}. This record does not assert independent reproduction.

### Marigold

AbsRel: 5.8. Result ID: 699806365698665ec45fbcf0.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58310.md>)

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

Recorded evaluation configuration: {"Prior":"SD - 2.3B","training samples":"74K"}. This record does not assert independent reproduction.

### VAR-Depth

AbsRel: 6.4. Result ID: 699806365698665ec45fbcf9.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

Recorded evaluation configuration: {"Prior":"Switti - 100M","training samples":"74K","config":"optimized wk"}. This record does not assert independent reproduction.

### DepthFM

AbsRel: 6.5. Result ID: 699806365698665ec45fbcf2.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

Recorded evaluation configuration: {"Prior":"SD - 2.3B","training samples":"63K"}. This record does not assert independent reproduction.

### Hierarchical Depth Normalization

AbsRel: 6.9. Result ID: 698fbaa23a6c314849fb7503.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

Recorded evaluation configuration: {"Training Data":"~ 300K","Zero-shot transfer":true}. This record does not assert independent reproduction.

### HDN

AbsRel: 6.9. Result ID: 699806365698665ec45fbcf7.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

Recorded evaluation configuration: {"Prior":"ImageNet - 14M","training samples":"300K"}. This record does not assert independent reproduction.

### Marigold

AbsRel: 7.81. Result ID: 69eb303347f34ce924d397e7.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf91a55a3c32af89f89af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ba1e209131cea58310.md>)

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

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### Cut3r

AbsRel: 8.24. Result ID: 69eb303347f34ce924d397e8.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf91a55a3c32af89f89af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76a61e209131cea6e2c9.md>)

[Implementation](<https://cut3r.github.io/>)

Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction.

### Leres

AbsRel: 9. Result ID: 698fbaa23a6c314849fb7502.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f121.md>)

[Implementation](<https://git.io/Depth>)

Recorded evaluation configuration: {"Training Data":"~ 360K","Zero-shot transfer":true}. This record does not assert independent reproduction.

### LeReS

AbsRel: 9. Result ID: 699806365698665ec45fbcf6.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

Recorded evaluation configuration: {"Prior":"ImageNet - 1M","training samples":"354K"}. This record does not assert independent reproduction.

### DPT

AbsRel: 9.8. Result ID: 699806365698665ec45fbcf8.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69a01e209131cea232d8.md>)

[Implementation](<https://github.com/intel-isl/DPT>)

Recorded evaluation configuration: {"Prior":"ImageNet - 14M","training samples":"1.4M"}. This record does not assert independent reproduction.

### MiDaS

AbsRel: 11.1. Result ID: 698fbaa23a6c314849fb7501.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68371e209131cea1adc8.md>)

Recorded evaluation configuration: {"Training Data":"~ 2M","Zero-shot transfer":true}. This record does not assert independent reproduction.

### MiDaS

AbsRel: 11.1. Result ID: 699806365698665ec45fbcf5.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68371e209131cea1adc8.md>)

Recorded evaluation configuration: {"Prior":"ImageNet - 1M","training samples":"2M"}. This record does not assert independent reproduction.

### DiverseDepth

AbsRel: 11.7. Result ID: 698fbaa23a6c314849fb7500.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3b1e209131cea26d23.md>)

Recorded evaluation configuration: {"Training Data":"~ 300K","Zero-shot transfer":true}. This record does not assert independent reproduction.

### DiverseDepth

AbsRel: 11.7. Result ID: 699806365698665ec45fbcf4.

[Reporting paper](<https://www.sota2.com/research/paper/69535c6353fdd5c36173d657.md>)

Recorded evaluation configuration: {"Prior":"ImageNet - 1M","training samples":"320K"}. This record does not assert independent reproduction.

### Xian et al.

AbsRel: 16.6. Result ID: 698fbaa23a6c314849fb74fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

Recorded evaluation configuration: {"Training Data":"~ 30K","Zero-shot transfer":true}. This record does not assert independent reproduction.

### Chen et al.

AbsRel: 16.6. Result ID: 698fbaa23a6c314849fb74ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65aa1e209131cea0bbf9.md>)

Recorded evaluation configuration: {"Training Data":"~ 795K","Zero-shot transfer":true}. This record does not assert independent reproduction.

### MegaDepth

AbsRel: 19.4. Result ID: 698fbaa23a6c314849fb74fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651e1e209131cea087ad.md>)

Recorded evaluation configuration: {"Training Data":"~ 150K","Zero-shot transfer":true}. This record does not assert independent reproduction.

### OASIS

AbsRel: 21.9. Result ID: 698fbaa23a6c314849fb74fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68061e209131cea1993a.md>)

Recorded evaluation configuration: {"Training Data":"~ 140K","Zero-shot transfer":true}. This record does not assert independent reproduction.

### WSVD

AbsRel: 22.6. Result ID: 698fbaa23a6c314849fb74fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da91e209131cea3b3ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ab1e209131cea0bcb9.md>)

Recorded evaluation configuration: {"Training Data":"~ 1.5M","Zero-shot transfer":true}. This record does not assert independent reproduction.

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