# Stereo Matching on KITTI Stereo deterministic held-out 2015 (train)

Source: [Stereo Matching on KITTI Stereo deterministic held-out 2015 (train)](<https://www.sota2.com/research/sota/stereo-matching-on-kitti-stereo-deterministic-held-out-2015-train>)

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

Data updated: 2026-03-31T10:31:07.625Z

Evaluation of Stereo Matching performance on the specific 'deterministic held-out' training split of the KITTI 2015 dataset, measured using Top-N accuracy and Ground Truth EPE metrics (WTA and SGM).

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 | Stereo Matching |
| Dataset (including any stated split) | KITTI Stereo deterministic held-out 2015 (train) |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Top-1 Accuracy](<https://www.sota2.com/research/sota/stereo-matching-on-kitti-stereo-deterministic-held-out-2015-train.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/stereo-matching-on-kitti-stereo-deterministic-held-out-2015-train.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

- [EPE (WTA)](<https://www.sota2.com/research/sota/stereo-matching-on-kitti-stereo-deterministic-held-out-2015-train.md?metric=EPE%20(WTA)>): Lower is better; unit: SCALAR.

- [EPE (SGM)](<https://www.sota2.com/research/sota/stereo-matching-on-kitti-stereo-deterministic-held-out-2015-train.md?metric=EPE%20(SGM)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| OURS | 70 | Not recorded | 69cb55340636e5bf4afca07c |
| CroCo-v2 | 68.3 | Not recorded | 69cb55340636e5bf4afca07c |
| DINOv3-style | 55 | Not recorded | 69cb55340636e5bf4afca07c |
| CroCo-v1 | 35 | Not recorded | 69cb55340636e5bf4afca07c |
| iBOT-style | 18.3 | Not recorded | 69cb55340636e5bf4afca07c |
| DINOv2-style | 16.7 | Not recorded | 69cb55340636e5bf4afca07c |

### OURS

Top-1 Accuracy: 70. Result ID: 69cba1d547f34ce924b48e3d.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55340636e5bf4afca07c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55340636e5bf4afca07c.md>)

Recorded evaluation configuration: {"Pretraining recipe":"low-resource"}. This record does not assert independent reproduction.

### CroCo-v2

Top-1 Accuracy: 68.3. Result ID: 69cba1d547f34ce924b48e3f.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55340636e5bf4afca07c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a451.md>)

[Implementation](<https://github.com/naver/croco>)

Recorded evaluation configuration: {"Positional Encoding":"RoPE","Pretraining recipe":"low-resource"}. This record does not assert independent reproduction.

### DINOv3-style

Top-1 Accuracy: 55. Result ID: 69cba1d547f34ce924b48e42.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55340636e5bf4afca07c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a931e209131cea83fc5.md>)

Recorded evaluation configuration: {"Pretraining recipe":"low-resource"}. This record does not assert independent reproduction.

### CroCo-v1

Top-1 Accuracy: 35. Result ID: 69cba1d547f34ce924b48e3e.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55340636e5bf4afca07c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e591e209131cea3f3ea.md>)

[Implementation](<https://europe.naverlabs.com/research/computer-vision/croco/>)

Recorded evaluation configuration: {"Positional Encoding":"sincos","Pretraining recipe":"low-resource"}. This record does not assert independent reproduction.

### iBOT-style

Top-1 Accuracy: 18.3. Result ID: 69cba1d547f34ce924b48e40.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55340636e5bf4afca07c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb51e209131cea2fbe0.md>)

[Implementation](<https://github.com/bytedance/ibot>)

Recorded evaluation configuration: {"Pretraining recipe":"low-resource"}. This record does not assert independent reproduction.

### DINOv2-style

Top-1 Accuracy: 16.7. Result ID: 69cba1d547f34ce924b48e41.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55340636e5bf4afca07c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"Pretraining recipe":"low-resource"}. This record does not assert independent reproduction.

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