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 28512875 of 6092 papers

TitleStatusHype
Transparency Distortion Robustness for SOTA Image Segmentation Tasks0
System Safety Monitoring of Learned Components Using Temporal Metric Forecasting0
Mutual Information Analysis in Multimodal Learning Systems0
A comprehensive overview of deep learning techniques for 3D point cloud classification and semantic segmentation0
Stereo-Knowledge Distillation from dpMV to Dual Pixels for Light Field Video Reconstruction0
Searching Realistic-Looking Adversarial Objects For Autonomous Driving Systems0
RuleFuser: An Evidential Bayes Approach for Rule Injection in Imitation Learned Planners and Predictors for Robustness under Distribution Shifts0
Generalized Multi-Objective Reinforcement Learning with Envelope Updates in URLLC-enabled Vehicular Networks0
Team Samsung-RAL: Technical Report for 2024 RoboDrive Challenge-Robust Map Segmentation Track0
GEOcc: Geometrically Enhanced 3D Occupancy Network with Implicit-Explicit Depth Fusion and Contextual Self-Supervision0
*: Improving the 3D detector by introducing Voxel2Pillar feature encoding and extracting multi-scale features0
Infrared Adversarial Car Stickers0
Towards Consistent and Explainable Motion Prediction using Heterogeneous Graph Attention0
Cooperative Visual-LiDAR Extrinsic Calibration Technology for Intersection Vehicle-Infrastructure: A review0
Collision Avoidance Metric for 3D Camera EvaluationCode0
Perception Without Vision for Trajectory Prediction: Ego Vehicle Dynamics as Scene Representation for Efficient Active Learning in Autonomous Driving0
UDA4Inst: Unsupervised Domain Adaptation for Instance Segmentation0
The RoboDrive Challenge: Drive Anytime Anywhere in Any Condition0
Ambiguous Annotations: When is a Pedestrian not a Pedestrian?0
The Pitfalls and Promise of Conformal Inference Under Adversarial AttacksCode0
oTTC: Object Time-to-Contact for Motion Estimation in Autonomous Driving0
MaskFuser: Masked Fusion of Joint Multi-Modal Tokenization for End-to-End Autonomous Driving0
Modeling Pedestrian Intrinsic Uncertainty for Multimodal Stochastic Trajectory Prediction via Energy Plan Denoising0
Large Language Models for Education: A Survey0
Multi-agent Traffic Prediction via Denoised Endpoint Distribution0
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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