# ACCIDENT Source: [ACCIDENT]() Collection index: [llms.txt]() 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. ## Benchmarks Page 1 of 1. This is an index page, not the full collection. - [Event Prediction on Chicago Accident](): Event Prediction; Chicago Accident. - [Traffic accident occurrence prediction on Iowa traffic accident dataset (test)](): Traffic accident occurrence prediction; Iowa traffic accident dataset (test). - [Attention Map Prediction on W3DA Traffic Accident](): Attention Map Prediction; W3DA Traffic Accident. - [Object Detection on MM-AU accident window V2 1.0 (test)](): Object Detection; MM-AU accident window V2 1.0 (test). - [Object Detection on MM-AU accident window 1.0 (test)](): Object Detection; MM-AU accident window 1.0 (test). - [Autonomous Driving Evaluation on DriveLM VRU-Accident benchmark](): Autonomous Driving Evaluation; DriveLM VRU-Accident benchmark. - [Traffic Accident Anticipation on Traffic Accident Prediction dataset](): Traffic Accident Anticipation; Traffic Accident Prediction dataset. - [Captioning on W3D Traffic Accident original (test)](): Captioning; W3D Traffic Accident original (test). - [Traffic Accident Liability Determination](): Traffic Accident Liability Determination; Traffic Accident Liability Determination. - [Traffic Accident Understanding on ACCIDENT Leaderboard (private)](): Traffic Accident Understanding; ACCIDENT Leaderboard (private). - [Accidental Disclosure on CFH-Hard Accidental](): Accidental Disclosure; CFH-Hard Accidental. - [Criticality Classification on DeepAccident (test)](): Criticality Classification; DeepAccident (test). - [Traffic Scenario Simulation on AccidentSim Overall](): Traffic Scenario Simulation; AccidentSim Overall. - [Traffic Scenario Simulation on AccidentSim Multi-Vehicle Scenarios](): Traffic Scenario Simulation; AccidentSim Multi-Vehicle Scenarios. - [Traffic Scenario Simulation on AccidentSim Triple-Vehicle Scenarios](): Traffic Scenario Simulation; AccidentSim Triple-Vehicle Scenarios. - [Traffic Scenario Simulation on AccidentSim Dual-Vehicle Scenarios](): Traffic Scenario Simulation; AccidentSim Dual-Vehicle Scenarios. - [Mortality risk prediction on CVA (Cerebrovascular Accident) cohort (test)](): Mortality risk prediction; CVA (Cerebrovascular Accident) cohort (test). - [3D Object Detection on DeepAccident (test)](): 3D Object Detection; DeepAccident (test). - [Multiple Choice Question (MCQ) on AccidentBench (land)](): Multiple Choice Question (MCQ); AccidentBench (land). - [Trajectory Output on DeepAccident (val)](): Output Trajectory; DeepAccident (val). - [Risk Prediction on DeepAccident (val)](): Risk Prediction; DeepAccident (val). - [Language on DeepAccident (val)](): Language; DeepAccident (val). - [Trajectory Planning on DeepAccident CCoT (val)](): Trajectory Planning; DeepAccident CCoT (val). - [Risk Prediction on DeepAccident CCoT (val)](): Risk Prediction; DeepAccident CCoT (val). - [Language Reasoning on DeepAccident-CCoT (val)](): Language Reasoning; DeepAccident-CCoT (val). - [Accident Video Generation on Accident Scenarios](): Accident Video Generation; Accident Scenarios. - [Risk Assessment on DeepAccident](): Risk Assessment; DeepAccident. - [Autonomous Driving Evaluation on Dolphins VRU-Accident benchmark](): Autonomous Driving Evaluation; Dolphins VRU-Accident benchmark. - [Autonomous Driving Safety on VRU-Accident CAD attack](): Autonomous Driving Safety; VRU-Accident CAD attack. - [Autonomous Driving Safety on VRU-Accident (ADvLM attack)](): Autonomous Driving Safety; VRU-Accident (ADvLM attack). - [Autonomous Driving Safety on VRU-Accident CoA attack](): Autonomous Driving Safety; VRU-Accident CoA attack. - [Autonomous Driving Safety on VRU-Accident (Clean)](): Autonomous Driving Safety; VRU-Accident (Clean). - [Conformal Regression on Motorcycle accident n = 133 (50/50 splits)](): Conformal Regression; Motorcycle accident n = 133 (50/50 splits). - [Runtime Evaluation on accidents](): Runtime Evaluation; accidents. - [Runtime Efficiency on accidents 25% query size](): Runtime Efficiency; accidents 25% query size. - [MAP Inference on accidents 50% query size](): MAP Inference; accidents 50% query size. - [Road Accident Detection on Surveillance-based accident dataset (test)](): Road Accident Detection; Surveillance-based accident dataset (test). - [Video Question Answering on VRU-Accident](): Video Question Answering; VRU-Accident. - [Accident Severity Classification on Accident Severity (test)](): Accident Severity Classification; Accident Severity (test). - [Effect Segmentation on Traffic Accident Causality Recognition](): Effect Segmentation; Traffic Accident Causality Recognition. - [Cause Segmentation on Traffic Accident Causality Recognition](): Cause Segmentation; Traffic Accident Causality Recognition. - [Autonomous Vehicle Platooning on CARLA Scenario: Traffic Accident](): Autonomous Vehicle Platooning; CARLA Scenario: Traffic Accident. - [Density Estimation on Accidents Twenty Datasets (test)](): Density Estimation; Accidents Twenty Datasets (test). - [Accident Understanding on ACCIDENT@CVPR 2026 (Public)](): Accident Understanding; ACCIDENT@CVPR 2026 (Public). - [Density Estimation on accidents discrete (test)](): Density Estimation; accidents discrete (test). - [Team-level Human Reliability Analysis on Chernobyl accident scenario](): Team-level Human Reliability Analysis; Chernobyl accident scenario. - [Perception Safety Evaluation on DeepAccident](): Perception Safety Evaluation; DeepAccident. - [Lane Detection on DeepAccident](): Lane Detection; DeepAccident. - [Object Detection on DeepAccident](): Object Detection; DeepAccident.