# 2D Semantic Segmentation on nuScenes day-rain

Source: [2D Semantic Segmentation on nuScenes day-rain](<https://www.sota2.com/research/sota/2d-semantic-segmentation-on-nuscenes-day-rain>)

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

Data updated: 2026-02-26T06:10:46.236Z

Evaluation of 2D semantic segmentation performance on the nuScenes dataset under day and rain conditions, reporting Mean Intersection over Union (mIoU).

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 | 2D semantic segmentation |
| Dataset (including any stated split) | nuScenes day-rain |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [mIoU](<https://www.sota2.com/research/sota/2d-semantic-segmentation-on-nuscenes-day-rain.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| DINOv2 + CD | 57.8 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 + CD | 56.8 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 + CD | 54.7 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 | 53.9 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 | 52.8 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 | 50.1 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 + CD | 49.8 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 | 46.8 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 + CD | 43.6 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 | 42.2 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 + CD | 40.7 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 | 39.8 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 + CD | 38.5 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 | 38.1 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 + CD | 34.2 | Not recorded | 6992a4b29ebc499c97406d71 |
| DINOv2 | 33.9 | Not recorded | 6992a4b29ebc499c97406d71 |

### DINOv2 + CD

mIoU: 57.8. Result ID: 699a4fef5698665ec4d78719.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

Recorded evaluation configuration: {"Arch.":"ViT-G/14","Evaluation Protocol":"LP","Data Percentage":"100%"}. This record does not assert independent reproduction.

### DINOv2 + CD

mIoU: 56.8. Result ID: 699a4fef5698665ec4d78715.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

Recorded evaluation configuration: {"Arch.":"ViT-L/14","Evaluation Protocol":"LP","Data Percentage":"100%"}. This record does not assert independent reproduction.

### DINOv2 + CD

mIoU: 54.7. Result ID: 699a4fef5698665ec4d78711.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

Recorded evaluation configuration: {"Arch.":"ViT-B/14","Evaluation Protocol":"LP","Data Percentage":"100%"}. This record does not assert independent reproduction.

### DINOv2

mIoU: 53.9. Result ID: 699a4fef5698665ec4d78717.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

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

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

Recorded evaluation configuration: {"Arch.":"ViT-G/14","Evaluation Protocol":"LP","Data Percentage":"100%"}. This record does not assert independent reproduction.

### DINOv2

mIoU: 52.8. Result ID: 699a4fef5698665ec4d78713.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

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

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

Recorded evaluation configuration: {"Arch.":"ViT-L/14","Evaluation Protocol":"LP","Data Percentage":"100%"}. This record does not assert independent reproduction.

### DINOv2

mIoU: 50.1. Result ID: 699a4fef5698665ec4d7870f.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

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

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

Recorded evaluation configuration: {"Arch.":"ViT-B/14","Evaluation Protocol":"LP","Data Percentage":"100%"}. This record does not assert independent reproduction.

### DINOv2 + CD

mIoU: 49.8. Result ID: 699a4fef5698665ec4d7870d.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

Recorded evaluation configuration: {"Arch.":"ViT-S/14","Evaluation Protocol":"LP","Data Percentage":"100%"}. This record does not assert independent reproduction.

### DINOv2

mIoU: 46.8. Result ID: 699a4fef5698665ec4d7870b.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

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

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

Recorded evaluation configuration: {"Arch.":"ViT-S/14","Evaluation Protocol":"LP","Data Percentage":"100%"}. This record does not assert independent reproduction.

### DINOv2 + CD

mIoU: 43.6. Result ID: 699a4fef5698665ec4d78718.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

Recorded evaluation configuration: {"Arch.":"ViT-G/14","Evaluation Protocol":"FT","Data Percentage":"1%"}. This record does not assert independent reproduction.

### DINOv2

mIoU: 42.2. Result ID: 699a4fef5698665ec4d78716.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

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

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

Recorded evaluation configuration: {"Arch.":"ViT-G/14","Evaluation Protocol":"FT","Data Percentage":"1%"}. This record does not assert independent reproduction.

### DINOv2 + CD

mIoU: 40.7. Result ID: 699a4fef5698665ec4d78714.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

Recorded evaluation configuration: {"Arch.":"ViT-L/14","Evaluation Protocol":"FT","Data Percentage":"1%"}. This record does not assert independent reproduction.

### DINOv2

mIoU: 39.8. Result ID: 699a4fef5698665ec4d78712.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

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

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

Recorded evaluation configuration: {"Arch.":"ViT-L/14","Evaluation Protocol":"FT","Data Percentage":"1%"}. This record does not assert independent reproduction.

### DINOv2 + CD

mIoU: 38.5. Result ID: 699a4fef5698665ec4d78710.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

Recorded evaluation configuration: {"Arch.":"ViT-B/14","Evaluation Protocol":"FT","Data Percentage":"1%"}. This record does not assert independent reproduction.

### DINOv2

mIoU: 38.1. Result ID: 699a4fef5698665ec4d7870e.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

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

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

Recorded evaluation configuration: {"Arch.":"ViT-B/14","Evaluation Protocol":"FT","Data Percentage":"1%"}. This record does not assert independent reproduction.

### DINOv2 + CD

mIoU: 34.2. Result ID: 699a4fef5698665ec4d7870c.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

Recorded evaluation configuration: {"Arch.":"ViT-S/14","Evaluation Protocol":"FT","Data Percentage":"1%"}. This record does not assert independent reproduction.

### DINOv2

mIoU: 33.9. Result ID: 699a4fef5698665ec4d7870a.

[Reporting paper](<https://www.sota2.com/research/paper/6992a4b29ebc499c97406d71.md>)

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

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

Recorded evaluation configuration: {"Arch.":"ViT-S/14","Evaluation Protocol":"FT","Data Percentage":"1%"}. This record does not assert independent reproduction.

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