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 27262750 of 6092 papers

TitleStatusHype
Improving Lidar-Based Semantic Segmentation of Top-View Grid Maps by Learning Features in Complementary Representations0
HighwayLLM: Decision-Making and Navigation in Highway Driving with RL-Informed Language Model0
Highway Driving Dataset for Semantic Video Segmentation0
Improving Online Lane Graph Extraction by Object-Lane Clustering0
Improving Online Performance Prediction for Semantic Segmentation0
C-SENN: Contrastive Self-Explaining Neural Network0
Accurate Monocular Object Detection via Color-Embedded 3D Reconstruction for Autonomous Driving0
Improving Point Cloud Semantic Segmentation by Learning 3D Object Detection0
Improving Robustness and Uncertainty Modelling in Neural Ordinary Differential Equations0
High-resolution tomographic reconstruction of optical absorbance through scattering media using neural fields0
Improving Robustness of LiDAR-Camera Fusion Model against Weather Corruption from Fusion Strategy Perspective0
High-Resolution Synthetic RGB-D Datasets for Monocular Depth Estimation0
Improving the Transferability of 3D Point Cloud Attack via Spectral-aware Admix and Optimization Designs0
DeepDyve: Dynamic Verification for Deep Neural Networks0
Inconsistency-based Active Learning for LiDAR Object Detection0
CSCNet: Contextual Semantic Consistency Network for Trajectory Prediction in Crowded Spaces0
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
Deep Evaluation Metric: Learning to Evaluate Simulated Radar Point Clouds for Virtual Testing of 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
High precision indoor positioning by means of LiDAR0
High Precision Indoor Navigation for Autonomous Vehicles0
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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