# Accident-causing Road Structure Prediction on BDD100K (test) Source: [Accident-causing Road Structure Prediction on BDD100K (test)]() Collection index: [llms.txt]() Data updated: 2026-03-09T07:51:26.360Z Evaluation of the model's ability to predict accident-causing road structures using the BDD100K test set, reporting standard classification metrics like Recall, Precision, F1-Score, and Accuracy. 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 | Accident-causing road structure prediction | | Dataset (including any stated split) | BDD100K (test) | | Metric | Recall | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Recall](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [F1-Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | Qwen2-VL | 86.92 | Not recorded | 69ae53da2d603e6de3e4281a | | Long-CLIP | 83.72 | Not recorded | 69ae53da2d603e6de3e4281a | | CLIP | 82.04 | Not recorded | 69ae53da2d603e6de3e4281a | | ResNet-50 | 81.5 | Not recorded | 69ae53da2d603e6de3e4281a | | InternVL2 | 76.91 | Not recorded | 69ae53da2d603e6de3e4281a | | ViT-B | 76.64 | Not recorded | 69ae53da2d603e6de3e4281a | | LLaVA-1.5 | 75.6 | Not recorded | 69ae53da2d603e6de3e4281a | | GPT-4o | 48.32 | Not recorded | 69ae53da2d603e6de3e4281a | | Phi-3 | 41.27 | Not recorded | 69ae53da2d603e6de3e4281a | ### Qwen2-VL Recall: 86.92. Result ID: 69ae7bee6dbb7075b9565e81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Trained on":"Mapillary"}. This record does not assert independent reproduction. ### Long-CLIP Recall: 83.72. Result ID: 69ae7bee6dbb7075b9565e7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Vision Encoder":"Long-CLIP","Text Encoder":"Long-CLIP","Zero-shot":"true","Trained on":"Mapillary"}. This record does not assert independent reproduction. ### CLIP Recall: 82.04. Result ID: 69ae7bee6dbb7075b9565e7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Vision Encoder":"CLIP","Text Encoder":"Long-CLIP","Zero-shot":"true","Trained on":"Mapillary"}. This record does not assert independent reproduction. ### ResNet-50 Recall: 81.5. Result ID: 69ae7bee6dbb7075b9565e7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Vision Encoder":"ResNet-50","Text Encoder":"Long-CLIP","Zero-shot":"true","Trained on":"Mapillary"}. This record does not assert independent reproduction. ### InternVL2 Recall: 76.91. Result ID: 69ae7bee6dbb7075b9565e83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Trained on":"Mapillary"}. This record does not assert independent reproduction. ### ViT-B Recall: 76.64. Result ID: 69ae7bee6dbb7075b9565e7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Vision Encoder":"ViT-B","Text Encoder":"Long-CLIP","Zero-shot":"true","Trained on":"Mapillary"}. This record does not assert independent reproduction. ### LLaVA-1.5 Recall: 75.6. Result ID: 69ae7bee6dbb7075b9565e80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Trained on":"Mapillary"}. This record does not assert independent reproduction. ### GPT-4o Recall: 48.32. Result ID: 69ae7bee6dbb7075b9565e7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Trained on":"Mapillary"}. This record does not assert independent reproduction. ### Phi-3 Recall: 41.27. Result ID: 69ae7bee6dbb7075b9565e82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Trained on":"Mapillary"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.