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 47264750 of 6092 papers

TitleStatusHype
DQ-GAT: Towards Safe and Efficient Autonomous Driving with Deep Q-Learning and Graph Attention Networks0
ProAI: An Efficient Embedded AI Hardware for Automotive Applications -- a Benchmark Study0
6G Internet of Things: A Comprehensive Survey0
Monte Carlo DropBlock for Modelling Uncertainty in Object Detection0
ContinuityLearner: Geometric Continuity Feature Learning for Lane Segmentation0
MmWave Radar and Vision Fusion for Object Detection in Autonomous Driving: A Review0
Deep Neural Networks and PIDE discretizations0
Cross-Modal Analysis of Human Detection for Robotics: An Industrial Case Study0
RAIN: Reinforced Hybrid Attention Inference Network for Motion Forecasting0
PSE-Match: A Viewpoint-free Place Recognition Method with Parallel Semantic Embedding0
Understanding the merging behavior patterns and evolutionary mechanism at freeway on-ramps0
Brain-Inspired Deep Imitation Learning for Autonomous Driving SystemsCode0
Real-time Streaming Perception System for Autonomous Driving0
SNE-RoadSeg+: Rethinking Depth-Normal Translation and Deep Supervision for Freespace Detection0
Lyapunov-based uncertainty-aware safe reinforcement learning0
Vision-Guided Forecasting -- Visual Context for Multi-Horizon Time Series Forecasting0
Predicting Take-over Time for Autonomous Driving with Real-World Data: Robust Data Augmentation, Models, and Evaluation0
Parallel Detection for Efficient Video Analytics at the EdgeCode0
CP-loss: Connectivity-preserving Loss for Road Curb Detection in Autonomous Driving with Aerial Images0
DR2L: Surfacing Corner Cases to Robustify Autonomous Driving via Domain Randomization Reinforcement Learning0
Improving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time ApplicationsCode0
Accelerating Federated Edge Learning via Optimized Probabilistic Device Scheduling0
Provident Vehicle Detection at Night for Advanced Driver Assistance Systems0
A Novel Mathematical Model for Infrastructure Planning of Dynamic Wireless Power Transfer Systems for Electric Vehicles0
Pose Estimation and 3D Reconstruction of Vehicles from Stereo-Images Using a Subcategory-Aware Shape Prior0
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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