SOTAVerified

Autonomous Driving

Autonomous driving is the task of driving a vehicle without human conduction.

Many of the state-of-the-art results can be found at more general task pages such as 3D Object Detection and Semantic Segmentation.

(Image credit: Exploring the Limitations of Behavior Cloning for Autonomous Driving)

Papers

Showing 24262450 of 6092 papers

TitleStatusHype
Adaptive Kalman-based hybrid car following strategy using TD3 and CACC0
6DOPE-GS: Online 6D Object Pose Estimation using Gaussian Splatting0
Dynamic Point Cloud Denoising via Manifold-to-Manifold Distance0
Efficient Event-based Semantic Segmentation with Spike-driven Lightweight Transformer-based Networks0
Bridging the Gap Between Multi-Step and One-Shot Trajectory Prediction via Self-Supervision0
Efficient Driving Behavior Narration and Reasoning on Edge Device Using Large Language Models0
Efficient Deep Neural Networks0
Bridging the gap between Markowitz planning and deep reinforcement learning0
An End-to-End Vehicle Trajcetory Prediction Framework0
Efficient Context Integration through Factorized Pyramidal Learning for Ultra-Lightweight Semantic Segmentation0
Bridging Data-Driven and Physics-Based Models: A Consensus Multi-Model Kalman Filter for Robust Vehicle State Estimation0
An End-to-End Framework of Road User Detection, Tracking, and Prediction from Monocular Images0
Adaptive Instance Distillation for Object Detection in Autonomous Driving0
Efficacy of Pixel-Level OOD Detection for Semantic Segmentation0
Brain Inspired Cognitive Model with Attention for Self-Driving Cars0
An Empirical Study of Uncertainty Estimation Techniques for Detecting Drift in Data Streams0
Effects of Explanation Specificity on Passengers in Autonomous Driving0
Effects of Augmented-Reality-Based Assisting Interfaces on Drivers' Object-wise Situational Awareness in Highly Autonomous Vehicles0
Brain2Model Transfer: Training sensory and decision models with human neural activity as a teacher0
Effectiveness of Function Matching in Driving Scene Recognition0
Box-level Segmentation Supervised Deep Neural Networks for Accurate and Real-time Multispectral Pedestrian Detection0
An Empirical Study of Training State-of-the-Art LiDAR Segmentation Models0
5G PRS-Based Sensing: A Sensing Reference Signal Approach for Joint Sensing and Communication System0
Effective Adaptation in Multi-Task Co-Training for Unified Autonomous Driving0
Editing Driver Character: Socially-Controllable Behavior Generation for Interactive Traffic Simulation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95Unverified
2InterFuserDriving Score76.18Unverified
3TCPDriving Score75.14Unverified
4TF++ WPDriving Score66.32Unverified
5Learning From All Vehicles (LAV)Driving Score61.85Unverified
6TransFuserDriving Score61.18Unverified
7TransFuser (Reproduced)Driving Score55.04Unverified
8TCP (Reproduced)Driving Score47.91Unverified
9Latent TransFuserDriving Score45.2Unverified
10GRIADDriving Score36.79Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17Unverified
2TransFuserRC56.36Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91Unverified
2TransFuserRC78.41Unverified