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 56265650 of 6092 papers

TitleStatusHype
Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering BandwidthCode1
Large-scale 3D point cloud representations via graph inception networks with applications to autonomous driving0
End-to-End 3D-PointCloud Semantic Segmentation for Autonomous Driving0
Probabilistic model predictive safety certification for learning-based control0
Continual Reinforcement Learning with Diversity Exploration and Adversarial Self-Correction0
A Hierarchical Architecture for Sequential Decision-Making in Autonomous Driving using Deep Reinforcement LearningCode0
Machine Learning Testing: Survey, Landscapes and Horizons0
Global Convergence of Policy Gradient Methods to (Almost) Locally Optimal Policies0
Monocular 3D Object Detection and Box Fitting Trained End-to-End Using Intersection-over-Union Loss0
Weather Influence and Classification with Automotive Lidar Sensors0
The Attack Generator: A Systematic Approach Towards Constructing Adversarial Attacks0
6D-VNet: End-to-end 6DoF Vehicle Pose Estimation from Monocular RGB ImagesCode0
Pseudo-LiDAR++: Accurate Depth for 3D Object Detection in Autonomous DrivingCode0
Adaptive Optimal Control for Reference Tracking Independent of Exo-System Dynamics0
DropConnect Is Effective in Modeling Uncertainty of Bayesian Deep NetworksCode0
Multimodal End-to-End Autonomous Driving0
Key Ingredients of Self-Driving Cars0
GAMMA: A General Agent Motion Model for Autonomous DrivingCode0
RGB and LiDAR fusion based 3D Semantic Segmentation for Autonomous Driving0
Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding ApproachCode0
Object Detection With Location-Aware Deformable Convolution and Backward Attention Filtering0
DrivingStereo: A Large-Scale Dataset for Stereo Matching in Autonomous Driving Scenarios0
L3-Net: Towards Learning Based LiDAR Localization for Autonomous Driving0
Out of Sight But Not Out of Mind: An Answer Set Programming Based Online Abduction Framework for Visual Sensemaking in Autonomous Driving0
LeTS-Drive: Driving in a Crowd by Learning from Tree Search0
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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