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 16011625 of 6092 papers

TitleStatusHype
TS-VLM: Text-Guided SoftSort Pooling for Vision-Language Models in Multi-View Driving Reasoning0
VLC Fusion: Vision-Language Conditioned Sensor Fusion for Robust Object Detection0
DB3D-L: Depth-aware BEV Feature Transformation for Accurate 3D Lane Detection0
SEPT: Standard-Definition Map Enhanced Scene Perception and Topology Reasoning for Autonomous Driving0
Road Segmentation for ADAS/AD Applications0
Distributional Soft Actor-Critic with Harmonic Gradient for Safe and Efficient Autonomous Driving in Multi-lane Scenarios0
Robust Planning for Autonomous Driving via Mixed Adversarial Diffusion Predictions0
A Survey of Attacks on Large Language Models0
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
Fine-tuning Diffusion Policies with Backpropagation Through Diffusion Timesteps0
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
Inferring Driving Maps by Deep Learning-based Trail Map Extraction0
FreeDriveRF: Monocular RGB Dynamic NeRF without Poses for Autonomous Driving via Point-Level Dynamic-Static Decoupling0
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
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
Optimal Trajectory Planning with Collision Avoidance for Autonomous Vehicle Maneuvering0
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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