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 20262050 of 6092 papers

TitleStatusHype
Tri-Perspective View Decomposition for Geometry-Aware Depth Completion0
Unifying Lane-Level Traffic Prediction from a Graph Structural Perspective: Benchmark and BaselineCode1
Augmented Reality based Simulated Data (ARSim) with multi-view consistency for AV perception networks0
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
Application of Tensorized Neural Networks for Cloud Classification0
SurroundSDF: Implicit 3D Scene Understanding Based on Signed Distance Field0
Mask-based Invisible Backdoor Attacks on Object DetectionCode1
EC-IoU: Orienting Safety for Object Detectors via Ego-Centric Intersection-over-Union0
AMP: Autoregressive Motion Prediction Revisited with Next Token Prediction for Autonomous Driving0
Self-Supervised Class-Agnostic Motion Prediction with Spatial and Temporal Consistency RegularizationsCode1
Reinforcement Learning for Online Testing of Autonomous Driving Systems: a Replication and Extension Study0
Advancing Explainable Autonomous Vehicle Systems: A Comprehensive Review and Research Roadmap0
M2DA: Multi-Modal Fusion Transformer Incorporating Driver Attention for Autonomous Driving0
Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Driving0
GraphBEV: Towards Robust BEV Feature Alignment for Multi-Modal 3D Object Detection0
EMIE-MAP: Large-Scale Road Surface Reconstruction Based on Explicit Mesh and Implicit Encoding0
Informed Spectral Normalized Gaussian Processes for Trajectory Prediction0
MCD: Diverse Large-Scale Multi-Campus Dataset for Robot Perception0
SSAP: A Shape-Sensitive Adversarial Patch for Comprehensive Disruption of Monocular Depth Estimation in Autonomous Navigation Applications0
TrajectoryNAS: A Neural Architecture Search for Trajectory Prediction0
Driving Style Alignment for LLM-powered Driver AgentCode1
Large Language Models Powered Context-aware Motion Prediction in Autonomous DrivingCode1
FishSegSSL: A Semi-Supervised Semantic Segmentation Framework for Fish-Eye ImagesCode0
RangeLDM: Fast Realistic LiDAR Point Cloud GenerationCode1
Visual Foundation Models Boost Cross-Modal Unsupervised Domain Adaptation for 3D Semantic SegmentationCode1
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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