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 16011650 of 6092 papers

TitleStatusHype
VLC Fusion: Vision-Language Conditioned Sensor Fusion for Robust Object Detection0
DB3D-L: Depth-aware BEV Feature Transformation for Accurate 3D Lane Detection0
TS-VLM: Text-Guided SoftSort Pooling for Vision-Language Models in Multi-View Driving Reasoning0
Distributional Soft Actor-Critic with Harmonic Gradient for Safe and Efficient Autonomous Driving in Multi-lane Scenarios0
Road Segmentation for ADAS/AD Applications0
Robust Planning for Autonomous Driving via Mixed Adversarial Diffusion Predictions0
A Survey of Attacks on Large Language Models0
SEPT: Standard-Definition Map Enhanced Scene Perception and Topology Reasoning for Autonomous Driving0
FIGhost: Fluorescent Ink-based Stealthy and Flexible Backdoor Attacks on Physical Traffic Sign Recognition0
Reachability Barrier Networks: Learning Hamilton-Jacobi Solutions for Smooth and Flexible Control Barrier Functions0
LD-Scene: LLM-Guided Diffusion for Controllable Generation of Adversarial Safety-Critical Driving Scenarios0
Planar Velocity Estimation for Fast-Moving Mobile Robots Using Event-Based Optical Flow0
Application of YOLOv8 in monocular downward multiple Car Target detection0
Inferring Driving Maps by Deep Learning-based Trail Map Extraction0
Control Invariant Sets for Neural Network Dynamical Systems and Recursive Feasibility in Model Predictive Control0
GaussianFormer3D: Multi-Modal Gaussian-based Semantic Occupancy Prediction with 3D Deformable Attention0
Fine-tuning Diffusion Policies with Backpropagation Through Diffusion Timesteps0
Camera-Only 3D Panoptic Scene Completion for Autonomous Driving through Differentiable Object ShapesCode0
SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation0
TransDiffuser: End-to-end Trajectory Generation with Decorrelated Multi-modal Representation for Autonomous Driving0
FreeDriveRF: Monocular RGB Dynamic NeRF without Poses for Autonomous Driving via Point-Level Dynamic-Static Decoupling0
MoRAL: Motion-aware Multi-Frame 4D Radar and LiDAR Fusion for Robust 3D Object Detection0
APR-Transformer: Initial Pose Estimation for Localization in Complex Environments through Absolute Pose RegressionCode0
A Practical Introduction to Deep Reinforcement Learning0
Explaining Autonomous Vehicles with Intention-aware Policy Graphs0
Optimal Trajectory Planning with Collision Avoidance for Autonomous Vehicle Maneuvering0
Towards Adaptive Meta-Gradient Adversarial Examples for Visual TrackingCode0
Automatic Curriculum Learning for Driving Scenarios: Towards Robust and Efficient Reinforcement Learning0
Object detection in adverse weather conditions for autonomous vehicles using Instruct Pix2Pix0
Ranking-aware Continual Learning for LiDAR Place Recognition0
Topology-Guided Knowledge Distillation for Efficient Point Cloud ProcessingCode0
Boosting Cross-spectral Unsupervised Domain Adaptation for Thermal Semantic Segmentation0
Beyond Patterns: Harnessing Causal Logic for Autonomous Driving Trajectory Prediction0
Boundary-Guided Trajectory Prediction for Road Aware and Physically Feasible Autonomous Driving0
Video-Enhanced Offline Reinforcement Learning: A Model-Based Approach0
Balancing Progress and Safety: A Novel Risk-Aware Objective for RL in Autonomous Driving0
AI-CDA4All: Democratizing Cooperative Autonomous Driving for All Drivers via Affordable Dash-cam Hardware and Open-source AI Software0
TPK: Trustworthy Trajectory Prediction Integrating Prior Knowledge For Interpretability and Kinematic Feasibility0
RESAR-BEV: An Explainable Progressive Residual Autoregressive Approach for Camera-Radar Fusion in BEV Segmentation0
Priority-Driven Safe Model Predictive Control Approach to Autonomous Driving Applications0
Natural Reflection Backdoor Attack on Vision Language Model for Autonomous Driving0
What Do People Want to Know About Artificial Intelligence (AI)? The Importance of Answering End-User Questions to Explain Autonomous Vehicle (AV) DecisionsCode0
Multi-Objective Reinforcement Learning for Adaptive Personalized Autonomous Driving0
PADriver: Towards Personalized Autonomous Driving0
X-Driver: Explainable Autonomous Driving with Vision-Language Models0
Closing the Loop: Motion Prediction Models beyond Open-Loop BenchmarksCode0
Predicting Road Surface Anomalies by Visual Tracking of a Preceding Vehicle0
Reliable Disentanglement Multi-view Learning Against View Adversarial AttacksCode0
CaRaFFusion: Improving 2D Semantic Segmentation with Camera-Radar Point Cloud Fusion and Zero-Shot Image Inpainting0
3D Can Be Explored In 2D: Pseudo-Label Generation for LiDAR Point Clouds Using Sensor-Intensity-Based 2D Semantic Segmentation0
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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