# Overall Driving Performance on GEODRIVE-BENCH (cross-country standard deviation) Source: [Overall Driving Performance on GEODRIVE-BENCH (cross-country standard deviation)]() Collection index: [llms.txt]() Data updated: 2026-06-04T07:08:15.047Z Evaluation of overall driving performance metrics, specifically focusing on the standard deviation across different geographical regions within the GEODRIVE-BENCH dataset. 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 | Overall Driving Performance | | Dataset (including any stated split) | GEODRIVE-BENCH cross-country standard deviation | | Metric | Std Dev of Overall Accuracy | | 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 - [Std Dev of Overall Accuracy](): Lower is better; unit: PERCENT. ## Recorded results | Method | Std Dev of Overall Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Qwen2.5-VL-7B | 3.47 | Not recorded | 6a21067dc10484bac23f001b | | DriveOPD‡ | 3.76 | Not recorded | 6a21067dc10484bac23f001b | | InternVL3-8B | 4.04 | Not recorded | 6a21067dc10484bac23f001b | | DriveOPD† | 4.48 | Not recorded | 6a21067dc10484bac23f001b | | DriveOPD‡ | 4.58 | Not recorded | 6a21067dc10484bac23f001b | | DriveOPD‡ | 4.89 | Not recorded | 6a21067dc10484bac23f001b | | Qwen3-VL-8B | 4.98 | Not recorded | 6a21067dc10484bac23f001b | | DriveOPD† | 5.14 | Not recorded | 6a21067dc10484bac23f001b | | DriveOPD† | 5.56 | Not recorded | 6a21067dc10484bac23f001b | | Llama-3.2-11B-V | 5.73 | Not recorded | 6a21067dc10484bac23f001b | | InternVL3.5-8B | 5.82 | Not recorded | 6a21067dc10484bac23f001b | | LLaVA-1.6-7B | 6.13 | Not recorded | 6a21067dc10484bac23f001b | | Gemma3-12B | 6.9 | Not recorded | 6a21067dc10484bac23f001b | | Gemma3-12B | 7.79 | Not recorded | 6a21067dc10484bac23f001b | | InternVL3.5-8B | 8.68 | Not recorded | 6a21067dc10484bac23f001b | | Qwen3-VL-8B | 9.87 | Not recorded | 6a21067dc10484bac23f001b | | Gemma3-12B | 10.15 | Not recorded | 6a21067dc10484bac23f001b | | LLaVA-1.6-7B | 10.41 | Not recorded | 6a21067dc10484bac23f001b | | LLaVA-1.6-7B | 10.48 | Not recorded | 6a21067dc10484bac23f001b | | InternVL3-8B | 10.85 | Not recorded | 6a21067dc10484bac23f001b | | InternVL3.5-8B | 10.87 | Not recorded | 6a21067dc10484bac23f001b | | Llama-3.2-11B-V | 10.91 | Not recorded | 6a21067dc10484bac23f001b | | InternVL3-8B | 11.4 | Not recorded | 6a21067dc10484bac23f001b | | Qwen3-VL-8B | 11.45 | Not recorded | 6a21067dc10484bac23f001b | | Qwen2.5-VL-7B | 11.48 | Not recorded | 6a21067dc10484bac23f001b | | Llama-3.2-11B-V | 11.5 | Not recorded | 6a21067dc10484bac23f001b | | Qwen2.5-VL-7B | 12.03 | Not recorded | 6a21067dc10484bac23f001b | ### Qwen2.5-VL-7B Std Dev of Overall Accuracy: 3.47. Result ID: 6a21244dfbc373592c1c2938. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Rule-Given"}. This record does not assert independent reproduction. ### DriveOPD‡ Std Dev of Overall Accuracy: 3.76. Result ID: 6a21244dfbc373592c1c2943. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Reasoning","backbone":"InternVL3-8B"}. This record does not assert independent reproduction. ### InternVL3-8B Std Dev of Overall Accuracy: 4.04. Result ID: 6a21244dfbc373592c1c2932. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Rule-Given"}. This record does not assert independent reproduction. ### DriveOPD† Std Dev of Overall Accuracy: 4.48. Result ID: 6a21244dfbc373592c1c293f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Direct","backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### DriveOPD‡ Std Dev of Overall Accuracy: 4.58. Result ID: 6a21244dfbc373592c1c2944. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Rule-Given","backbone":"InternVL3-8B"}. This record does not assert independent reproduction. ### DriveOPD‡ Std Dev of Overall Accuracy: 4.89. Result ID: 6a21244dfbc373592c1c2942. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Direct","backbone":"InternVL3-8B"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Std Dev of Overall Accuracy: 4.98. Result ID: 6a21244dfbc373592c1c293b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Rule-Given"}. This record does not assert independent reproduction. ### DriveOPD† Std Dev of Overall Accuracy: 5.14. Result ID: 6a21244dfbc373592c1c2940. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Reasoning","backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### DriveOPD† Std Dev of Overall Accuracy: 5.56. Result ID: 6a21244dfbc373592c1c2941. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Rule-Given","backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### Llama-3.2-11B-V Std Dev of Overall Accuracy: 5.73. Result ID: 6a21244dfbc373592c1c293e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Rule-Given"}. This record does not assert independent reproduction. ### InternVL3.5-8B Std Dev of Overall Accuracy: 5.82. Result ID: 6a21244dfbc373592c1c2935. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Rule-Given"}. This record does not assert independent reproduction. ### LLaVA-1.6-7B Std Dev of Overall Accuracy: 6.13. Result ID: 6a21244dfbc373592c1c292c. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Rule-Given"}. This record does not assert independent reproduction. ### Gemma3-12B Std Dev of Overall Accuracy: 6.9. Result ID: 6a21244dfbc373592c1c292f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Rule-Given"}. This record does not assert independent reproduction. ### Gemma3-12B Std Dev of Overall Accuracy: 7.79. Result ID: 6a21244dfbc373592c1c292d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Direct"}. This record does not assert independent reproduction. ### InternVL3.5-8B Std Dev of Overall Accuracy: 8.68. Result ID: 6a21244dfbc373592c1c2933. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Direct"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Std Dev of Overall Accuracy: 9.87. Result ID: 6a21244dfbc373592c1c293a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Reasoning"}. This record does not assert independent reproduction. ### Gemma3-12B Std Dev of Overall Accuracy: 10.15. Result ID: 6a21244dfbc373592c1c292e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Reasoning"}. This record does not assert independent reproduction. ### LLaVA-1.6-7B Std Dev of Overall Accuracy: 10.41. Result ID: 6a21244dfbc373592c1c292a. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Direct"}. This record does not assert independent reproduction. ### LLaVA-1.6-7B Std Dev of Overall Accuracy: 10.48. Result ID: 6a21244dfbc373592c1c292b. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Reasoning"}. This record does not assert independent reproduction. ### InternVL3-8B Std Dev of Overall Accuracy: 10.85. Result ID: 6a21244dfbc373592c1c2930. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Direct"}. This record does not assert independent reproduction. ### InternVL3.5-8B Std Dev of Overall Accuracy: 10.87. Result ID: 6a21244dfbc373592c1c2934. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Reasoning"}. This record does not assert independent reproduction. ### Llama-3.2-11B-V Std Dev of Overall Accuracy: 10.91. Result ID: 6a21244dfbc373592c1c293c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Direct"}. This record does not assert independent reproduction. ### InternVL3-8B Std Dev of Overall Accuracy: 11.4. Result ID: 6a21244dfbc373592c1c2931. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Reasoning"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Std Dev of Overall Accuracy: 11.45. Result ID: 6a21244dfbc373592c1c2939. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Direct"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Std Dev of Overall Accuracy: 11.48. Result ID: 6a21244dfbc373592c1c2937. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Reasoning"}. This record does not assert independent reproduction. ### Llama-3.2-11B-V Std Dev of Overall Accuracy: 11.5. Result ID: 6a21244dfbc373592c1c293d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Reasoning"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Std Dev of Overall Accuracy: 12.03. Result ID: 6a21244dfbc373592c1c2936. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Direct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.