# Traffic Condition on RoadSceneBench Source: [Traffic Condition on RoadSceneBench]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:29.635Z Evaluation of model performance on assessing traffic conditions using the RoadSceneBench dataset, measured by Precision (P) and Recall (R). 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 | Traffic Condition | | Dataset (including any stated split) | RoadSceneBench | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | MapVLM | 82.35 | Not recorded | 692d217bd6b0dd3342931cba | | InternVL3-78B | 81.05 | Not recorded | 692d217bd6b0dd3342931cba | | Qwen3-VL-8B | 80.46 | Not recorded | 692d217bd6b0dd3342931cba | | Claude-3.7V Sonnet | 80.17 | Not recorded | 692d217bd6b0dd3342931cba | | ERNIE-4.5-VL-28B-A3B | 79.38 | Not recorded | 692d217bd6b0dd3342931cba | | Qwen3-VL-32B | 78.79 | Not recorded | 692d217bd6b0dd3342931cba | | GPT-4o | 78.76 | Not recorded | 692d217bd6b0dd3342931cba | | MapVLM | 75.68 | Not recorded | 692d217bd6b0dd3342931cba | | Gemini-2.5-pro | 73.69 | Not recorded | 692d217bd6b0dd3342931cba | | Qwen2.5-VL-72B | 72.68 | Not recorded | 692d217bd6b0dd3342931cba | | Qwen2.5-VL-7B | 71.92 | Not recorded | 692d217bd6b0dd3342931cba | | Qwen2.5-VL-3B | 70.54 | Not recorded | 692d217bd6b0dd3342931cba | | Qwen2.5-VL-32B | 64.94 | Not recorded | 692d217bd6b0dd3342931cba | | LLaVA-Onevision / Next-7B | 59.56 | Not recorded | 692d217bd6b0dd3342931cba | | Qwen3-VL-2B | 55.78 | Not recorded | 692d217bd6b0dd3342931cba | | InternVL3-8B | 54.68 | Not recorded | 692d217bd6b0dd3342931cba | | InternVL3-1B | 41.76 | Not recorded | 692d217bd6b0dd3342931cba | | DeepSeek-VL2 | 19.05 | Not recorded | 692d217bd6b0dd3342931cba | ### MapVLM Precision: 82.35. Result ID: 6995e2ba3badfaffe6ea5eab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"SFT+HRRP-T"}. This record does not assert independent reproduction. ### InternVL3-78B Precision: 81.05. Result ID: 6995e2ba3badfaffe6ea5ea2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Precision: 80.46. Result ID: 6995e2ba3badfaffe6ea5ea8. [Reporting paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### Claude-3.7V Sonnet Precision: 80.17. Result ID: 6995e2ba3badfaffe6ea5e9c. [Reporting paper]() Recorded evaluation configuration: {"Access":"Closed-Source"}. This record does not assert independent reproduction. ### ERNIE-4.5-VL-28B-A3B Precision: 79.38. Result ID: 6995e2ba3badfaffe6ea5e9d. [Reporting paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Precision: 78.79. Result ID: 6995e2ba3badfaffe6ea5ea9. [Reporting paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### GPT-4o Precision: 78.76. Result ID: 6995e2ba3badfaffe6ea5e9a. [Reporting paper]() Recorded evaluation configuration: {"Access":"Closed-Source"}. This record does not assert independent reproduction. ### MapVLM Precision: 75.68. Result ID: 6995e2ba3badfaffe6ea5eaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"SFT"}. This record does not assert independent reproduction. ### Gemini-2.5-pro Precision: 73.69. Result ID: 6995e2ba3badfaffe6ea5e9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Closed-Source"}. This record does not assert independent reproduction. ### Qwen2.5-VL-72B Precision: 72.68. Result ID: 6995e2ba3badfaffe6ea5ea6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Precision: 71.92. Result ID: 6995e2ba3badfaffe6ea5ea4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Precision: 70.54. Result ID: 6995e2ba3badfaffe6ea5ea3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### Qwen2.5-VL-32B Precision: 64.94. Result ID: 6995e2ba3badfaffe6ea5ea5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### LLaVA-Onevision / Next-7B Precision: 59.56. Result ID: 6995e2ba3badfaffe6ea5e9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### Qwen3-VL-2B Precision: 55.78. Result ID: 6995e2ba3badfaffe6ea5ea7. [Reporting paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### InternVL3-8B Precision: 54.68. Result ID: 6995e2ba3badfaffe6ea5ea1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### InternVL3-1B Precision: 41.76. Result ID: 6995e2ba3badfaffe6ea5ea0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. ### DeepSeek-VL2 Precision: 19.05. Result ID: 6995e2ba3badfaffe6ea5e9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Open-Source"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.