# Stereo Matching on DrivingStereo Foggy

Source: [Stereo Matching on DrivingStereo Foggy](<https://www.sota2.com/research/sota/stereo-matching-on-drivingstereo-foggy>)

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

Data updated: 2026-06-24T08:28:42.359Z

Evaluation of Stereo Matching performance specifically on the Foggy condition subset of the DrivingStereo dataset, reporting D1 error.

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) | DrivingStereo Foggy |
| Metric | D1 Error |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 27 of 27 |
| 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

- [D1 Error](<https://www.sota2.com/research/sota/stereo-matching-on-drivingstereo-foggy.md?metric=D1%20Error>): Lower is better; unit: PERCENT.

- [EPE](<https://www.sota2.com/research/sota/stereo-matching-on-drivingstereo-foggy.md?metric=EPE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | D1 Error | Result date | Report paper |
| --- | --- | --- | --- |
| DEFOMStereo | 2.9 | Not recorded | 69ddca347d0172140ec79b44 |
| SMFormer | 4.3 | Not recorded | 69ddca347d0172140ec79b44 |
| Former-CFNet | 5.2 | Not recorded | 69ddca347d0172140ec79b44 |
| LAS2-S | 5.51 | Not recorded | 6a3b64d4206542251d7c98f6 |
| LAS2-L | 5.62 | Not recorded | 6a3b64d4206542251d7c98f6 |
| LAS2-H | 5.84 | Not recorded | 6a3b64d4206542251d7c98f6 |
| CFNet | 6 | Not recorded | 69ddca347d0172140ec79b44 |
| PCWNet | 6.2 | Not recorded | 69ddca347d0172140ec79b44 |
| LAS2-M | 6.37 | Not recorded | 6a3b64d4206542251d7c98f6 |
| MonSter++ | 6.77 | Not recorded | 6a3b64d4206542251d7c98f6 |
| LAS | 6.78 | Not recorded | 6a3b64d4206542251d7c98f6 |
| Fast-FoundationStereo | 7.09 | Not recorded | 6a3b64d4206542251d7c98f6 |
| FoundationStereo | 7.67 | Not recorded | 6a3b64d4206542251d7c98f6 |
| PromptStereo | 7.74 | Not recorded | 6a3b64d4206542251d7c98f6 |
| IGEV-Stereo | 8 | Not recorded | 69ddca347d0172140ec79b44 |
| Lite-CREStereo++ | 9.85 | Not recorded | 6a3b64d4206542251d7c98f6 |
| LightStereo-L | 10.45 | Not recorded | 6a3b64d4206542251d7c98f6 |
| LightStereo-M | 10.61 | Not recorded | 6a3b64d4206542251d7c98f6 |
| RT-MonSter++ | 10.94 | Not recorded | 6a3b64d4206542251d7c98f6 |
| BANet-2D | 11.8 | Not recorded | 6a3b64d4206542251d7c98f6 |
| LightStereo-S | 12.39 | Not recorded | 6a3b64d4206542251d7c98f6 |
| Selective-IGEV | 12.9 | Not recorded | 69ddca347d0172140ec79b44 |
| StereoAnything-L | 16.53 | Not recorded | 6a3b64d4206542251d7c98f6 |
| Fast-ACVNet+ | 18.41 | Not recorded | 6a3b64d4206542251d7c98f6 |
| MochaStereo | 22.8 | Not recorded | 69ddca347d0172140ec79b44 |
| DLNR | 29 | Not recorded | 69ddca347d0172140ec79b44 |
| BANet-3D | 31.83 | Not recorded | 6a3b64d4206542251d7c98f6 |

### DEFOMStereo

D1 Error: 2.9. Result ID: 69ddff2747f34ce924c57f91.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa783c1e209131cea77578.md>)

[Implementation](<https://github.com/Insta360-Research-Team/DEFOM-Stereo>)

Recorded evaluation configuration: {"Venue":"CVPR’25","Zero-shot":"true","Official Weights":"true"}. This record does not assert independent reproduction.

### SMFormer

D1 Error: 4.3. Result ID: 69ddff2747f34ce924c57f92.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

Recorded evaluation configuration: {"Venue":"-","Zero-shot":"true","Official Weights":"true"}. This record does not assert independent reproduction.

### Former-CFNet

D1 Error: 5.2. Result ID: 69ddff2747f34ce924c57f90.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

Recorded evaluation configuration: {"Venue":"ECCV’24","Zero-shot":"true","Official Weights":"true"}. This record does not assert independent reproduction.

### LAS2-S

D1 Error: 5.51. Result ID: 6a3b952ffbc373592c44950b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Implementation](<https://github.com/TomTomTommi/LiteAnyStereo>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### LAS2-L

D1 Error: 5.62. Result ID: 6a3b952ffbc373592c44950d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Implementation](<https://github.com/TomTomTommi/LiteAnyStereo>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### LAS2-H

D1 Error: 5.84. Result ID: 6a3b952ffbc373592c449511.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Implementation](<https://github.com/TomTomTommi/LiteAnyStereo>)

Recorded evaluation configuration: {"Category":"Efficient methods: Iterative"}. This record does not assert independent reproduction.

### CFNet

D1 Error: 6. Result ID: 69ddff2747f34ce924c57f8a.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b81e209131cea23b1c.md>)

[Implementation](<https://github.com/gallenszl/CFNet>)

Recorded evaluation configuration: {"Venue":"CVPR’21","Zero-shot":"true","Official Weights":"true"}. This record does not assert independent reproduction.

### PCWNet

D1 Error: 6.2. Result ID: 69ddff2747f34ce924c57f8b.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e4a1e209131cea3f046.md>)

Recorded evaluation configuration: {"Venue":"ECCV’22","Zero-shot":"true","Official Weights":"true"}. This record does not assert independent reproduction.

### LAS2-M

D1 Error: 6.37. Result ID: 6a3b952ffbc373592c44950c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Implementation](<https://github.com/TomTomTommi/LiteAnyStereo>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### MonSter++

D1 Error: 6.77. Result ID: 6a3b952ffbc373592c449512.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b941e209131cea89422.md>)

Recorded evaluation configuration: {"Category":"Accurate methods"}. This record does not assert independent reproduction.

### LAS

D1 Error: 6.78. Result ID: 6a3b952ffbc373592c44950a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691ff206d6b0dd334292e666.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### Fast-FoundationStereo

D1 Error: 7.09. Result ID: 6a3b952ffbc373592c449510.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693f96166cfd488761a81c1a.md>)

[Implementation](<https://github.com/NVlabs/Fast-FoundationStereo>)

Recorded evaluation configuration: {"Category":"Efficient methods: Iterative"}. This record does not assert independent reproduction.

### FoundationStereo

D1 Error: 7.67. Result ID: 6a3b952ffbc373592c449514.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c11e209131cea751f4.md>)

Recorded evaluation configuration: {"Category":"Accurate methods"}. This record does not assert independent reproduction.

### PromptStereo

D1 Error: 7.74. Result ID: 6a3b952ffbc373592c449513.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d26d.md>)

Recorded evaluation configuration: {"Category":"Accurate methods"}. This record does not assert independent reproduction.

### IGEV-Stereo

D1 Error: 8. Result ID: 69ddff2747f34ce924c57f8d.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecb1e209131cea422d8.md>)

[Implementation](<https://github.com/gangweiX/IGEV>)

Recorded evaluation configuration: {"Venue":"CVPR’23","Zero-shot":"true","Official Weights":"true"}. This record does not assert independent reproduction.

### Lite-CREStereo++

D1 Error: 9.85. Result ID: 6a3b952ffbc373592c44950e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4acdd.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Iterative"}. This record does not assert independent reproduction.

### LightStereo-L

D1 Error: 10.45. Result ID: 6a3b952ffbc373592c449506.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771e1e209131cea71295.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### LightStereo-M

D1 Error: 10.61. Result ID: 6a3b952ffbc373592c449505.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771e1e209131cea71295.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### RT-MonSter++

D1 Error: 10.94. Result ID: 6a3b952ffbc373592c44950f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b941e209131cea89422.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Iterative"}. This record does not assert independent reproduction.

### BANet-2D

D1 Error: 11.8. Result ID: 6a3b952ffbc373592c449507.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f498.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### LightStereo-S

D1 Error: 12.39. Result ID: 6a3b952ffbc373592c449504.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771e1e209131cea71295.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### Selective-IGEV

D1 Error: 12.9. Result ID: 69ddff2747f34ce924c57f8e.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72611e209131cea56123.md>)

Recorded evaluation configuration: {"Venue":"CVPR’24","Zero-shot":"true","Official Weights":"true"}. This record does not assert independent reproduction.

### StereoAnything-L

D1 Error: 16.53. Result ID: 6a3b952ffbc373592c449509.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b671e209131cea88387.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### Fast-ACVNet+

D1 Error: 18.41. Result ID: 6a3b952ffbc373592c449503.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71411e209131cea50243.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

### MochaStereo

D1 Error: 22.8. Result ID: 69ddff2747f34ce924c57f8f.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77971e209131cea74359.md>)

Recorded evaluation configuration: {"Venue":"CVPR’24","Zero-shot":"true","Official Weights":"true"}. This record does not assert independent reproduction.

### DLNR

D1 Error: 29. Result ID: 69ddff2747f34ce924c57f8c.

[Reporting paper](<https://www.sota2.com/research/paper/69ddca347d0172140ec79b44.md>)

Recorded evaluation configuration: {"Venue":"CVPR’23","Zero-shot":"true","Official Weights":"true"}. This record does not assert independent reproduction.

### BANet-3D

D1 Error: 31.83. Result ID: 6a3b952ffbc373592c449508.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64d4206542251d7c98f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79c61e209131cea7f498.md>)

Recorded evaluation configuration: {"Category":"Efficient methods: Feed-forward"}. This record does not assert independent reproduction.

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