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 42014250 of 6092 papers

TitleStatusHype
Smart Mobility Digital Twin Based Automated Vehicle Navigation System: A Proof of Concept0
SMTT: Novel Structured Multi-task Tracking with Graph-Regularized Sparse Representation for Robust Thermal Infrared Target Tracking0
S-NeRF++: Autonomous Driving Simulation via Neural Reconstruction and Generation0
SNE-RoadSeg+: Rethinking Depth-Normal Translation and Deep Supervision for Freespace Detection0
SOAC: Spatio-Temporal Overlap-Aware Multi-Sensor Calibration using Neural Radiance Fields0
Soar: Design and Deployment of A Smart Roadside Infrastructure System for Autonomous Driving0
SocialFormer: Social Interaction Modeling with Edge-enhanced Heterogeneous Graph Transformers for Trajectory Prediction0
Socially-Aware Autonomous Driving: Inferring Yielding Intentions for Safer Interactions0
Socially Compliant Control of Autonomous Vehicles with Application to Eco-Driving0
Social Occlusion Inference with Vectorized Representation for Autonomous Driving0
SODA10M: A Large-Scale 2D Self/Semi-Supervised Object Detection Dataset for Autonomous Driving0
SoDA: Multi-Object Tracking with Soft Data Association0
SoftCTRL: Soft conservative KL-control of Transformer Reinforcement Learning for Autonomous Driving0
SoildNet: Soiling Degradation Detection in Autonomous Driving0
SoilingNet: Soiling Detection on Automotive Surround-View Cameras0
SoK: On the Semantic AI Security in Autonomous Driving0
SOLVE: Synergy of Language-Vision and End-to-End Networks for Autonomous Driving0
Solving Multi-Objective MDP with Lexicographic Preference: An application to stochastic planning with multiple quantile objective0
SPARC: Prediction-Based Safe Control for Coupled Controllable and Uncontrollable Agents with Conformal Predictions0
SparseAD: Sparse Query-Centric Paradigm for Efficient End-to-End Autonomous Driving0
SparseAlign: A Fully Sparse Framework for Cooperative Object Detection0
Sparse Depth Completion with Semantic Mesh Deformation Optimization0
SparseDet: A Simple and Effective Framework for Fully Sparse LiDAR-based 3D Object Detection0
Sparse Laneformer0
SparseOcc: Rethinking Sparse Latent Representation for Vision-Based Semantic Occupancy Prediction0
Sparse Pedestrian Character Learning for Trajectory Prediction0
Sparse Point Clouds Assisted Learned Image Compression0
Sparse Points to Dense Clouds: Enhancing 3D Detection with Limited LiDAR Data0
SparseRadNet: Sparse Perception Neural Network on Subsampled Radar Data0
Sparse Refinement for Efficient High-Resolution Semantic Segmentation0
SparseTem: Boosting the Efficiency of CNN-Based Video Encoders by Exploiting Temporal Continuity0
Sparsity-based Safety Conservatism for Constrained Offline Reinforcement Learning0
Reinforcement Learning With Sparse-Executing Actions via Sparsity Regularization0
Spatial-Channel Transformer Network for Trajectory Prediction on the Traffic Scenes0
Spatial Correspondence With Generative Adversarial Network: Learning Depth From Monocular Videos0
Spatial Intelligence of a Self-driving Car and Rule-Based Decision Making0
Spatially and Seamlessly Hierarchical Reinforcement Learning for State Space and Policy space in Autonomous Driving0
Spatial Reasoning and Planning for Deep Embodied Agents0
Spatial-SpinDrop: Spatial Dropout-based Binary Bayesian Neural Network with Spintronics Implementation0
Spatial-Temporal Block and LSTM Network for Pedestrian Trajectories Prediction0
Spatio-Temporal Gating-Adjacency GCN for Human Motion Prediction0
Spatio-Contextual Deep Network Based Multimodal Pedestrian Detection For Autonomous Driving0
Spatio-Temporal Bi-directional Cross-frame Memory for Distractor Filtering Point Cloud Single Object Tracking0
Spatiotemporal Costmap Inference for MPC via Deep Inverse Reinforcement Learning0
Spatiotemporal Deformable Scene Graphs for Complex Activity Detection0
Spatiotemporal Event Graphs for Dynamic Scene Understanding0
Spatio-Temporal Multi-Task Learning Transformer for Joint Moving Object Detection and Segmentation0
Special Session: Approximation and Fault Resiliency of DNN Accelerators0
Specification-Driven Video Search via Foundation Models and Formal Verification0
Specification-Guided Data Aggregation for Semantically Aware Imitation Learning0
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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