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 33513400 of 6092 papers

TitleStatusHype
Adversary ML Resilience in Autonomous Driving Through Human Centered Perception Mechanisms0
Copilot4D: Learning Unsupervised World Models for Autonomous Driving via Discrete Diffusion0
Efficient Vision Transformer for Accurate Traffic Sign Detection0
CenterRadarNet: Joint 3D Object Detection and Tracking Framework using 4D FMCW Radar0
Conformal Policy Learning for Sensorimotor Control Under Distribution Shifts0
DRNet: A Decision-Making Method for Autonomous Lane Changingwith Deep Reinforcement Learning0
CML-MOTS: Collaborative Multi-task Learning for Multi-Object Tracking and Segmentation0
Revealing CNN Architectures via Side-Channel Analysis in Dataflow-based Inference Accelerators0
Enhancing the Spatial Awareness Capability of Multi-Modal Large Language Model0
Addressing Limitations of State-Aware Imitation Learning for Autonomous Driving0
FLODCAST: Flow and Depth Forecasting via Multimodal Recurrent Architectures0
Safety-aware Causal Representation for Trustworthy Offline Reinforcement Learning in Autonomous Driving0
ODM3D: Alleviating Foreground Sparsity for Semi-Supervised Monocular 3D Object DetectionCode0
Fine-Tuning Language Models Using Formal Methods Feedback0
Guided Data Augmentation for Offline Reinforcement Learning and Imitation Learning0
Siamese-DETR for Generic Multi-Object TrackingCode0
EqDrive: Efficient Equivariant Motion Forecasting with Multi-Modality for Autonomous Driving0
Drive Anywhere: Generalizable End-to-end Autonomous Driving with Multi-modal Foundation Models0
A Hybrid Graph Network for Complex Activity Detection in Video0
YOLO-BEV: Generating Bird's-Eye View in the Same Way as 2D Object Detection0
Driving through the Concept Gridlock: Unraveling Explainability Bottlenecks in Automated DrivingCode0
MVFAN: Multi-View Feature Assisted Network for 4D Radar Object Detection0
ParisLuco3D: A high-quality target dataset for domain generalization of LiDAR perception0
Using Knowledge Awareness to improve Safety of Autonomous Driving0
Pixel-Level Clustering Network for Unsupervised Image Segmentation0
Data-driven Traffic Simulation: A Comprehensive Review0
Recent Advances in Multi-modal 3D Scene Understanding: A Comprehensive Survey and Evaluation0
DICE: Diverse Diffusion Model with Scoring for Trajectory Prediction0
P2AT: Pyramid Pooling Axial Transformer for Real-time Semantic SegmentationCode0
Equivariant Map and Agent Geometry for Autonomous Driving Motion Prediction0
Exploring Driving Behavior for Autonomous Vehicles Based on Gramian Angular Field Vision Transformer0
One-Bit Byzantine-Tolerant Distributed Learning via Over-the-Air Computation0
Using Experience Classification for Training Non-Markovian Tasks0
Reinforcement learning with non-ergodic reward increments: robustness via ergodicity transformationsCode0
Path Following Control of Automated Vehicle Considering Uncertainties and Disturbances with Parametric Varying0
DORec: Decomposed Object Reconstruction and Segmentation Utilizing 2D Self-Supervised Features0
Multimodal Object Query Initialization for 3D Object Detection0
Real-Time Traffic Sign Detection: A Case Study in a Santa Clara Suburban Neighborhood0
Revisiting Multi-modal 3D Semantic Segmentation in Real-world Autonomous Driving0
GraphAlign: Enhancing Accurate Feature Alignment by Graph matching for Multi-Modal 3D Object Detection0
HeightFormer: A Multilevel Interaction and Image-adaptive Classification-regression Network for Monocular Height Estimation with Aerial Images0
Receive, Reason, and React: Drive as You Say with Large Language Models in Autonomous Vehicles0
Data-driven Invariance for Reference Governors0
If our aim is to build morality into an artificial agent, how might we begin to go about doing so?0
PU-Ray: Domain-Independent Point Cloud Upsampling via Ray Marching on Neural Implicit SurfaceCode0
Dealing with uncertainty: balancing exploration and exploitation in deep recurrent reinforcement learningCode0
Performance/power assessment of CNN packages on embedded automotive platforms0
NSM4D: Neural Scene Model Based Online 4D Point Cloud Sequence Understanding0
Optimizing the Placement of Roadside LiDARs for Autonomous Driving0
Safe-by-Construction Autonomous Vehicle Overtaking using Control Barrier Functions and Model Predictive Control0
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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