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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1901–1950 of 6092 papers

TitleStatusHype
CarPlanner: Consistent Auto-regressive Trajectory Planning for Large-scale Reinforcement Learning in Autonomous Driving—0
BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance—0
Shared Autonomy for Proximal Teaching—0
Minds on the Move: Decoding Trajectory Prediction in Autonomous Driving with Cognitive Insights—0
VDT-Auto: End-to-end Autonomous Driving with VLM-Guided Diffusion Transformers—0
You Only Click Once: Single Point Weakly Supervised 3D Instance Segmentation for Autonomous Driving—0
Learning Autonomy: Off-Road Navigation Enhanced by Human Input—0
EMT: A Visual Multi-Task Benchmark Dataset for Autonomous Driving in the Arab Gulf RegionCode0
CAML: Collaborative Auxiliary Modality Learning for Multi-Agent Systems—0
Easy-Poly: A Easy Polyhedral Framework For 3D Multi-Object Tracking—0
InVDriver: Intra-Instance Aware Vectorized Query-Based Autonomous Driving Transformer—0
VLM-E2E: Enhancing End-to-End Autonomous Driving with Multimodal Driver Attention Fusion—0
VVRec: Reconstruction Attacks on DL-based Volumetric Video Upstreaming via Latent Diffusion Model with Gamma Distribution—0
Multi-Agent Autonomous Driving Systems with Large Language Models: A Survey of Recent Advances—0
GaussianFlowOcc: Sparse and Weakly Supervised Occupancy Estimation using Gaussian Splatting and Temporal Flow—0
An Expert Ensemble for Detecting Anomalous Scenes, Interactions, and Behaviors in Autonomous Driving—0
AUKT: Adaptive Uncertainty-Guided Knowledge Transfer with Conformal Prediction—0
Cross-Model Transferability of Adversarial Patches in Real-time Segmentation for Autonomous DrivingCode0
A Brain-Inspired Perception-Decision Driving Model Based on Neural Pathway Anatomical Alignment—0
Enhancing Vehicle Make and Model Recognition with 3D Attention Modules—0
Interaction-Aware Model Predictive Decision-Making for Socially-Compliant Autonomous Driving in Mixed Urban Traffic Scenarios—0
Aligning Task- and Reconstruction-Oriented Communications for Edge Intelligence—0
Q-PETR: Quant-aware Position Embedding Transformation for Multi-View 3D Object Detection—0
Depth-aware Fusion Method based on Image and 4D Radar Spectrum for 3D Object Detection—0
Para-Lane: Multi-Lane Dataset Registering Parallel Scans for Benchmarking Novel View Synthesis—0
CurricuVLM: Towards Safe Autonomous Driving via Personalized Safety-Critical Curriculum Learning with Vision-Language Models—0
PFSD: A Multi-Modal Pedestrian-Focus Scene Dataset for Rich Tasks in Semi-Structured EnvironmentsCode0
ODVerse33: Is the New YOLO Version Always Better? A Multi Domain benchmark from YOLO v5 to v11—0
Learning Temporal 3D Semantic Scene Completion via Optical Flow Guidance—0
OG-Gaussian: Occupancy Based Street Gaussians for Autonomous Driving—0
Synth It Like KITTI: Synthetic Data Generation for Object Detection in Driving ScenariosCode0
AVD2: Accident Video Diffusion for Accident Video Description—0
OrchardDepth: Precise Metric Depth Estimation of Orchard Scene from Monocular Camera Images—0
CrossFuse: Learning Infrared and Visible Image Fusion by Cross-Sensor Top-K Vision Alignment and Beyond—0
RendBEV: Semantic Novel View Synthesis for Self-Supervised Bird's Eye View Segmentation—0
Reliable Explainability of Deep Learning Spatial-Spectral Classifiers for Improved Semantic Segmentation in Autonomous Driving—0
SegRet: An Efficient Design for Semantic Segmentation with Retentive NetworkCode0
Sce2DriveX: A Generalized MLLM Framework for Scene-to-Drive Learning—0
MEX: Memory-efficient Approach to Referring Multi-Object Tracking—0
Fragility-aware Classification for Understanding Risk and Improving Generalization—0
Activation-wise Propagation: A Universal Strategy to Break Timestep Constraints in Spiking Neural Networks for 3D Data Processing—0
RadSplatter: Extending 3D Gaussian Splatting to Radio Frequencies for Wireless Radiomap Extrapolation—0
RAD: Training an End-to-End Driving Policy via Large-Scale 3DGS-based Reinforcement Learning—0
Uncertain Multi-Objective Recommendation via Orthogonal Meta-Learning Enhanced Bayesian Optimization—0
A Framework for Learning Scoring Rules in Autonomous Driving Planning Systems—0
PrivilegedDreamer: Explicit Imagination of Privileged Information for Rapid Adaptation of Learned Policies—0
NPSim: Nighttime Photorealistic Simulation From Daytime Images With Monocular Inverse Rendering and Ray Tracing—0
Adaptive Neural Networks for Intelligent Data-Driven Development—0
V2V-LLM: Vehicle-to-Vehicle Cooperative Autonomous Driving with Multi-Modal Large Language Models—0
A Robust Attack: Displacement Backdoor Attack—0
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Benchmark Results

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