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Dachuan Li

3 accepted papers

2026

SpineBench: A Clinically Salient, Level-Aware Benchmark Powered by the SpineMed-450k Corpus

ICLR 2026poster

Spine disorders affect 619 million people globally and are a leading cause of disability, yet AI-assisted diagnosis remains limited by the lack of level-aware, multimodal datasets. Clinical decision-making for spine disorders requires sophisticated reasoning across X-ray, CT, and MRI at specific ver…

Cited by 0SourceScholar
2025

UA-PnP: Uncertainty-Aware End-to-End Bird's Eye View Visual Perception and Prediction for Autonomous Driving

ICRA 2025

Robust and accurate perception and prediction of the driving scenarios are crucial for autonomous driving vehicles (ADV). State-of-the-art ADV frameworks have evolved from conventional modular design to an end-to-end (E2E) pipeline that enables joint feature learning and optimization. However, the e

Cited by 0SourcecodeScholar
2022

Runtime Safety Assurance for Learning-enabled Control of Autonomous Driving Vehicles

ICRA 2022poster

Providing safety guarantees for Autonomous Vehicle (AV) systems with machine-learning based controllers remains a challenging issue. In this work, we propose Simplex-Drive, a framework that can achieve runtime safety assurance for machine-learning enabled controllers of AVs. The proposed Simplex-Dri…

Cited by 25SourceScholar