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 39764000 of 6092 papers

TitleStatusHype
3DeformRS: Certifying Spatial Deformations on Point CloudsCode0
Automatically Learning Fallback Strategies with Model-Free Reinforcement Learning in Safety-Critical Driving Scenarios0
HFT: Lifting Perspective Representations via Hybrid Feature TransformationCode1
An Adaptive Black-box Backdoor Detection Method for Deep Neural NetworksCode0
Nonlinear Kalman Filter Using Cramer Rao Bound0
SurroundDepth: Entangling Surrounding Views for Self-Supervised Multi-Camera Depth EstimationCode2
Rolling Colors: Adversarial Laser Exploits against Traffic Light Recognition0
Learning to Drive by Watching YouTube Videos: Action-Conditioned Contrastive Policy PretrainingCode1
Fault-Tolerant Deep Learning: A Hierarchical Perspective0
Exploiting Temporal Relations on Radar Perception for Autonomous Driving0
In Rain or Shine: Understanding and Overcoming Dataset Bias for Improving Robustness Against Weather Corruptions for Autonomous Vehicles0
SkeleVision: Towards Adversarial Resiliency of Person Tracking with Multi-Task LearningCode0
Homography Loss for Monocular 3D Object DetectionCode1
SIMBAR: Single Image-Based Scene Relighting For Effective Data Augmentation For Automated Driving Vision Tasks0
CAT-Det: Contrastively Augmented Transformer for Multi-modal 3D Object Detection0
BEVFormer: Learning Bird's-Eye-View Representation from Multi-Camera Images via Spatiotemporal TransformersCode4
A Survey of Robust 3D Object Detection Methods in Point Clouds0
TrajGen: Generating Realistic and Diverse Trajectories with Reactive and Feasible Agent Behaviors for Autonomous Driving0
Towards Driving-Oriented Metric for Lane Detection ModelsCode1
Deformation and Correspondence Aware Unsupervised Synthetic-to-Real Scene Flow Estimation for Point CloudsCode1
Fusing Event-based and RGB camera for Robust Object Detection in Adverse ConditionsCode1
Knowledge-based Entity Prediction for Improved Machine Perception in Autonomous Systems0
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving DataCode2
Sensor Data Validation and Driving Safety in Autonomous Driving Systems0
Interactive Multi-scale Fusion of 2D and 3D Features for Multi-object Tracking0
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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