Research map / Label-efficient and robust learning / Recognition and long-tail
Anticipating Traffic Accidents With Adaptive Loss and Large-Scale Incident DB
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace Chan16's EL with AdaLEA (ablation) | Chan16 · NIDB risk-factor anticipation | mAP: +1.4 | Helped |
| Replace Chan16's EL with AdaLEA (ablation) | Chan16 · NIDB risk-factor anticipation | ATTC: +0.28 | Helped |
| Replace LSTM with QRNN (ablation) | Chan16 · DAD and NIDB | mAP: 48.1 -> 51.7; 92.5 -> 94.2 | Helped |
| Replace LSTM with QRNN (ablation) | Chan16 · DAD and NIDB | ATTC: 1.34 -> 3.02; 2.45 -> 2.85 | Helped |
| Use LEA instead of EL (ablation) | QRNN risk anticipation model · DAD and NIDB | ATTC: 3.02 -> 3.22; 2.85 -> 4.67 | Helped |
| Use AdaLEA instead of LEA (ablation) | QRNN risk anticipation model · DAD and NIDB | ATTC: 3.22 -> 3.43; 4.67 -> 4.72 | Helped |
| Add NIDB-pretrained global features (ablation) | QRNN + AdaLEA · DAD and NIDB | mAP: 52.3 -> 53.2; 96.3 -> 99.1 | Helped |
| Add NIDB-pretrained global features (ablation) | QRNN + AdaLEA · DAD and NIDB | ATTC: 3.43 -> 3.44; 4.72 -> 4.81 | Helped |
| Use adaptive early-anticipation weighting rather than EL (ablation) | Risk-factor anticipation model · NIDB | ATTC | Helped |
Closest papers by meaning
- Accident Anticipation via Temporal Occurrence Prediction (NeurIPS 2025 · similarity 0.90)
- Progressive Risk Estimation for Accident Anticipation (NeurIPS 2026 · similarity 0.88)
- TraffiDent: A Dataset for Understanding the Interplay Between Traffic Dynamics and Incidents (NeurIPS 2025 · similarity 0.86)
- FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection (NeurIPS 2024 · similarity 0.84)
- Harnessing Event Sensory Data for Error Pattern Prediction in Vehicles: A Language Model Approach (AAAI 2025 · similarity 0.84)
- EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights (CVPR 2025 · similarity 0.82)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.