# Video Semantic Segmentation on Waymo

Source: [Video Semantic Segmentation on Waymo](<https://www.sota2.com/research/sota/video-semantic-segmentation-on-waymo>)

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

Data updated: 2026-05-20T07:43:42.627Z

Evaluation of Video Semantic Segmentation performance on the Waymo dataset, 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 | Video Semantic Segmentation |
| Dataset (including any stated split) | Waymo |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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/video-semantic-segmentation-on-waymo.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| DINOv3 + GMMix | 94.9 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| DINOv3 + GMMix | 93.9 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| DINOv3-dist | 78.8 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| DINOv3-dist | 78.7 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| 4DS-dist | 76.3 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| 4DS | 75.9 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| VideoMAE | 74.9 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| V-JEPA | 73.3 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| RVM | 73.2 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| VideoMAE | 73.1 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| 4DS | 72.7 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| RVM | 71.1 | Not recorded | 6a0d3ff4f984739ed67376a7 |
| DINOv2-dist | 51.7 | Not recorded | 6a0d3ff4f984739ed67376a7 |

### DINOv3 + GMMix

mIoU: 94.9. Result ID: 6a0d6497fbc373592c0520aa.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

Recorded evaluation configuration: {"Pre-train":"Image","Scale":"Large"}. This record does not assert independent reproduction.

### DINOv3 + GMMix

mIoU: 93.9. Result ID: 6a0d6497fbc373592c0520b0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

Recorded evaluation configuration: {"Pre-train":"Image","Scale":"Base"}. This record does not assert independent reproduction.

### DINOv3-dist

mIoU: 78.8. Result ID: 6a0d6497fbc373592c0520a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

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

Recorded evaluation configuration: {"Pre-train":"Image","Scale":"Large"}. This record does not assert independent reproduction.

### DINOv3-dist

mIoU: 78.7. Result ID: 6a0d6497fbc373592c0520ab.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

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

Recorded evaluation configuration: {"Pre-train":"Image","Scale":"Base"}. This record does not assert independent reproduction.

### 4DS-dist

mIoU: 76.3. Result ID: 6a0d6497fbc373592c0520ae.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f41e209131cea803fa.md>)

Recorded evaluation configuration: {"Pre-train":"Video","Scale":"Base"}. This record does not assert independent reproduction.

### 4DS

mIoU: 75.9. Result ID: 6a0d6497fbc373592c0520a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f41e209131cea803fa.md>)

Recorded evaluation configuration: {"Pre-train":"Video","Scale":"Large"}. This record does not assert independent reproduction.

### VideoMAE

mIoU: 74.9. Result ID: 6a0d6497fbc373592c0520a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b2fd.md>)

[Implementation](<https://github.com/MCG-NJU/VideoMAE>)

Recorded evaluation configuration: {"Pre-train":"Video","Scale":"Large"}. This record does not assert independent reproduction.

### V-JEPA

mIoU: 73.3. Result ID: 6a0d6497fbc373592c0520a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72e11e209131cea5926c.md>)

Recorded evaluation configuration: {"Pre-train":"Video","Scale":"Large"}. This record does not assert independent reproduction.

### RVM

mIoU: 73.2. Result ID: 6a0d6497fbc373592c0520a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7e5456146936284fcf2.md>)

Recorded evaluation configuration: {"Pre-train":"Video","Scale":"Large"}. This record does not assert independent reproduction.

### VideoMAE

mIoU: 73.1. Result ID: 6a0d6497fbc373592c0520ac.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da81e209131cea3b2fd.md>)

[Implementation](<https://github.com/MCG-NJU/VideoMAE>)

Recorded evaluation configuration: {"Pre-train":"Video","Scale":"Base"}. This record does not assert independent reproduction.

### 4DS

mIoU: 72.7. Result ID: 6a0d6497fbc373592c0520ad.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f41e209131cea803fa.md>)

Recorded evaluation configuration: {"Pre-train":"Video","Scale":"Base"}. This record does not assert independent reproduction.

### RVM

mIoU: 71.1. Result ID: 6a0d6497fbc373592c0520af.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e7e5456146936284fcf2.md>)

Recorded evaluation configuration: {"Pre-train":"Video","Scale":"Base"}. This record does not assert independent reproduction.

### DINOv2-dist

mIoU: 51.7. Result ID: 6a0d6497fbc373592c0520a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d3ff4f984739ed67376a7.md>)

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

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

Recorded evaluation configuration: {"Pre-train":"Image","Scale":"Large"}. This record does not assert independent reproduction.

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