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 57515800 of 6092 papers

TitleStatusHype
Improved and efficient inter-vehicle distance estimation using road gradients of both ego and target vehicles0
Improved Pillar with Fine-grained Feature for 3D Object Detection0
Improved Real-Time Monocular SLAM Using Semantic Segmentation on Selective Frames0
Improved Reinforcement Learning through Imitation Learning Pretraining Towards Image-based Autonomous Driving0
Improved Robustness and Safety for Autonomous Vehicle Control with Adversarial Reinforcement Learning0
Improved Single Camera BEV Perception Using Multi-Camera Training0
Improve Uncertainty Estimation for Unknown Classes in Bayesian Neural Networks with Semi-Supervised /One Set Classification0
Improving 3D Object Detection for Pedestrians with Virtual Multi-View Synthesis Orientation Estimation0
Improving 3D Occupancy Prediction through Class-balancing Loss and Multi-scale Representation0
Improving Agent Behaviors with RL Fine-tuning for Autonomous Driving0
Improving Anomaly Segmentation with Multi-Granularity Cross-Domain Alignment0
Improving Batch Normalization with TTA for Robust Object Detection in Self-Driving0
Improving Bird's Eye View Semantic Segmentation by Task Decomposition0
Diverse Multiple Trajectory Prediction Using a Two-stage Prediction Network Trained with Lane Loss0
Improving Efficiency of DNN-based Relocalization Module for Autonomous Driving with Server-side Computing0
Improving Extrinsics between RADAR and LIDAR using Learning0
Improving Generalization of Reinforcement Learning with Minimax Distributional Soft Actor-Critic0
Improving Generalization of Transfer Learning Across Domains Using Spatio-Temporal Features in Autonomous Driving0
Improving Hierarchical Adversarial Robustness of Deep Neural Networks0
Improving Human-AI Coordination through Online Adversarial Training and Generative Models0
Improving Lidar-Based Semantic Segmentation of Top-View Grid Maps by Learning Features in Complementary Representations0
Improving Motion Forecasting for Autonomous Driving with the Cycle Consistency Loss0
Improving Online Lane Graph Extraction by Object-Lane Clustering0
Improving Online Performance Prediction for Semantic Segmentation0
Improving Point Cloud Semantic Segmentation by Learning 3D Object Detection0
Improving Robustness and Uncertainty Modelling in Neural Ordinary Differential Equations0
Improving Robustness of Learning-based Autonomous Steering Using Adversarial Images0
Improving Robustness of LiDAR-Camera Fusion Model against Weather Corruption from Fusion Strategy Perspective0
Improving the Transferability of 3D Point Cloud Attack via Spectral-aware Admix and Optimization Designs0
Inconsistency-based Active Learning for LiDAR Object Detection0
Incorporating dense metric depth into neural 3D representations for view synthesis and relighting0
Incorporating Orientations into End-to-end Driving Model for Steering Control0
Incorporating Recurrent Reinforcement Learning into Model Predictive Control for Adaptive Control in Autonomous Driving0
Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers0
Incremental Reinforcement Learning --- a New Continuous Reinforcement Learning Frame Based on Stochastic Differential Equation methods0
Independent Learning in Stochastic Games0
Indoor simultaneous localization and mapping based on fringe projection profilometry0
InDRiVE: Intrinsic Disagreement based Reinforcement for Vehicle Exploration through Curiosity Driven Generalized World Model0
Industrial-Grade Sensor Simulation via Gaussian Splatting: A Modular Framework for Scalable Editing and Full-Stack Validation0
Indy Autonomous Challenge -- Autonomous Race Cars at the Handling Limits0
Inertial Sensor Aided mmWave Beam Tracking to Support Cooperative Autonomous Driving0
Inferring Driving Maps by Deep Learning-based Trail Map Extraction0
Inferring Player Location in Sports Matches: Multi-Agent Spatial Imputation from Limited Observations0
Inferring Spatial Uncertainty in Object Detection0
Inferring Temporal Logic Properties from Data using Boosted Decision Trees0
InfinityDrive: Breaking Time Limits in Driving World Models0
Influencing Towards Stable Multi-Agent Interactions0
Inf-MLLM: Efficient Streaming Inference of Multimodal Large Language Models on a Single GPU0
InfoFocus: 3D Object Detection for Autonomous Driving with Dynamic Information Modeling0
Informed Priors for Knowledge Integration in Trajectory Prediction0
Show:102550
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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