# End-to-end driving on CARLA Longest6 v2 (test)

Source: [End-to-end driving on CARLA Longest6 v2 (test)](<https://www.sota2.com/research/sota/end-to-end-driving-on-carla-longest6-v2-test>)

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

Data updated: 2026-02-26T05:41:16.637Z

Evaluation of end-to-end driving performance on the CARLA Longest6 v2 scenario using the test split, focusing on metrics like Driving Score and Route Completion.

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 | End-to-end driving |
| Dataset (including any stated split) | CARLA Longest6 v2 (test) |
| Metric | Driving Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Driving Score](<https://www.sota2.com/research/sota/end-to-end-driving-on-carla-longest6-v2-test.md?metric=Driving%20Score>): Higher is better; unit: SCALAR.

- [Route Completion](<https://www.sota2.com/research/sota/end-to-end-driving-on-carla-longest6-v2-test.md?metric=Route%20Completion>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Driving Score | Result date | Report paper |
| --- | --- | --- | --- |
| PDM-Lite | 73 | Not recorded | 694b739b53fdd5c361739bc7 |
| LEAD | 73 | Not recorded | 694b739b53fdd5c361739bc7 |
| TFv6 | 62 | Not recorded | 694b739b53fdd5c361739bc7 |
| TFv6 | 57 | Not recorded | 694b739b53fdd5c361739bc7 |
| TFv6 | 54 | Not recorded | 694b739b53fdd5c361739bc7 |
| TFv6 | 52 | Not recorded | 694b739b53fdd5c361739bc7 |
| TFv6 | 52 | Not recorded | 694b739b53fdd5c361739bc7 |
| TFv6 | 43 | Not recorded | 694b739b53fdd5c361739bc7 |
| TFv5 | 23 | Not recorded | 694b739b53fdd5c361739bc7 |
| SimLingo | 22 | Not recorded | 694b739b53fdd5c361739bc7 |
| HiP-AD | 7 | Not recorded | 694b739b53fdd5c361739bc7 |

### PDM-Lite

Driving Score: 73. Result ID: 699814585698665ec46e24c3.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa769b1e209131cea6e195.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LEAD

Driving Score: 73. Result ID: 699814585698665ec46e24c4.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TFv6

Driving Score: 62. Result ID: 699814585698665ec46e24c2.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

Recorded evaluation configuration: {"Backbone":"RegNetY-032","Cameras":"3x","LiDAR":true,"Radar":true}. This record does not assert independent reproduction.

### TFv6

Driving Score: 57. Result ID: 699814585698665ec46e24c1.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-34","Cameras":"3x","LiDAR":true,"Radar":true}. This record does not assert independent reproduction.

### TFv6

Driving Score: 54. Result ID: 699814585698665ec46e24c0.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-34","Cameras":"6x","LiDAR":true,"Radar":true}. This record does not assert independent reproduction.

### TFv6

Driving Score: 52. Result ID: 699814585698665ec46e24be.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-34","Cameras":"6x","LiDAR":true,"Radar":false}. This record does not assert independent reproduction.

### TFv6

Driving Score: 52. Result ID: 699814585698665ec46e24bf.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-34","Cameras":"6x","LiDAR":false,"Radar":true}. This record does not assert independent reproduction.

### TFv6

Driving Score: 43. Result ID: 699814585698665ec46e24bd.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-34","Cameras":"6x","LiDAR":false,"Radar":false}. This record does not assert independent reproduction.

### TFv5

Driving Score: 23. Result ID: 699814585698665ec46e24bc.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76271e209131cea6b8b5.md>)

Recorded evaluation configuration: {"Backbone":"RegNetY-032","Cameras":"1x","LiDAR":true,"Radar":false}. This record does not assert independent reproduction.

### SimLingo

Driving Score: 22. Result ID: 699814585698665ec46e24bb.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77681e209131cea73193.md>)

Recorded evaluation configuration: {"Backbone":"InternViT-300M","Cameras":"1x","LiDAR":false,"Radar":false}. This record does not assert independent reproduction.

### HiP-AD

Driving Score: 7. Result ID: 699814585698665ec46e24ba.

[Reporting paper](<https://www.sota2.com/research/paper/694b739b53fdd5c361739bc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77631e209131cea72f5b.md>)

[Implementation](<https://github.com/nullmax-vision/HiP-AD>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Cameras":"6x","LiDAR":false,"Radar":false}. This record does not assert independent reproduction.

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