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 37013750 of 6092 papers

TitleStatusHype
Deep Occupancy-Predictive Representations for Autonomous Driving0
Deep Planar Parallax for Monocular Depth Estimation0
Deep Point Set Resampling via Gradient Fields0
Deep Q-Network Based Decision Making for Autonomous Driving0
Deep Radar Inverse Sensor Models for Dynamic Occupancy Grid Maps0
Deep Reinforcement Learning, a textbook0
Deep Reinforcement Learning-Aided RAN Slicing Enforcement for B5G Latency Sensitive Services0
Deep Reinforcement Learning-Based User Scheduling for Collaborative Perception0
Deep Reinforcement Learning for Adverse Garage Scenario Generation0
Deep Reinforcement Learning for Autonomous Driving: A Survey0
Deep Reinforcement Learning for Autonomous Vehicle Intersection Navigation0
Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey0
DeepRoadMapper: Extracting Road Topology From Aerial Images0
Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation0
Deep Surrogate Q-Learning for Autonomous Driving0
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images0
Deep Transfer Learning for Intelligent Vehicle Perception: a Survey0
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models0
DeepWORD: A GCN-based Approach for Owner-Member Relationship Detection in Autonomous Driving0
Defending Person Detection Against Adversarial Patch Attack by using Universal Defensive Frame0
Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment0
Deformable Convolution Based Road Scene Semantic Segmentation of Fisheye Images in Autonomous Driving0
Deformable spatial propagation network for depth completion0
DEFormer: DCT-driven Enhancement Transformer for Low-light Image and Dark Vision0
Dendrites endow artificial neural networks with accurate, robust and parameter-efficient learning0
Denoising Low-dose Images Using Deep Learning of Time Series Images0
DenseFormer: Learning Dense Depth Map from Sparse Depth and Image via Conditional Diffusion Model0
Dense Object Grounding in 3D Scenes0
Dense Residual Networks for Gaze Mapping on Indian Roads0
Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction0
Dependency Decomposition and a Reject Option for Explainable Models0
Depth-aware Fusion Method based on Image and 4D Radar Spectrum for 3D Object Detection0
Depth Completion from Sparse LiDAR Data with Depth-Normal Constraints0
Depth Completion via Inductive Fusion of Planar LIDAR and Monocular Camera0
Depth Estimation Matters Most: Improving Per-Object Depth Estimation for Monocular 3D Detection and Tracking0
Depth Estimation with Simplified Transformer0
Depth-Guided Robust and Fast Point Cloud Fusion NeRF for Sparse Input Views0
DepthMamba with Adaptive Fusion0
Depth Monocular Estimation with Attention-based Encoder-Decoder Network from Single Image0
Depth Refinement for Improved Stereo Reconstruction0
Depth Sensing Beyond LiDAR Range0
DepthSSC: Monocular 3D Semantic Scene Completion via Depth-Spatial Alignment and Voxel Adaptation0
Design and Realization of a Benchmarking Testbed for Evaluating Autonomous Platooning Algorithms0
Designing DNNs for a trade-off between robustness and processing performance in embedded devices0
Design of Automatic Driving Safety Level and Positioning Accuracy0
Designs and Implementations in Neural Network-based Video Coding0
Detecting and adapting to crisis pattern with context based Deep Reinforcement Learning0
Detecting and Identifying Optical Signal Attacks on Autonomous Driving Systems0
Detecting Backdoor Attacks Against Point Cloud Classifiers0
Detecting Driveable Area 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