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 26512675 of 6092 papers

TitleStatusHype
CalibRBEV: Multi-Camera Calibration via ReversedBird's-eye-view Representations for Autonomous Driving.0
Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning0
CORT: Class-Oriented Real-time Tracking for Embedded Systems0
Hyperparameter Optimization for Driving Strategies Based on Reinforcement Learning0
KoMA: Knowledge-driven Multi-agent Framework for Autonomous Driving with Large Language Models0
Complementary Learning for Real-World Model Failure DetectionCode0
Boosting Online 3D Multi-Object Tracking through Camera-Radar Cross Check0
SUSTechGAN: Image Generation for Object Detection in Adverse Conditions of Autonomous DrivingCode0
Improving Out-of-Distribution Generalization of Trajectory Prediction for Autonomous Driving via Polynomial RepresentationsCode0
Real-Time 3D Occupancy Prediction via Geometric-Semantic Disentanglement0
OE-BevSeg: An Object Informed and Environment Aware Multimodal Framework for Bird's-eye-view Vehicle Semantic Segmentation0
Risk-Aware Vehicle Trajectory Prediction Under Safety-Critical Scenarios0
Sparsity-based Safety Conservatism for Constrained Offline Reinforcement Learning0
Hierarchical and Decoupled BEV Perception Learning Framework for Autonomous Driving0
KiGRAS: Kinematic-Driven Generative Model for Realistic Agent Simulation0
Continual Learning for Adaptable Car-Following in Dynamic Traffic Environments0
Perception Helps Planning: Facilitating Multi-Stage Lane-Level Integration via Double-Edge Structures0
MapDistill: Boosting Efficient Camera-based HD Map Construction via Camera-LiDAR Fusion Model Distillation0
Segment, Lift and Fit: Automatic 3D Shape Labeling from 2D Prompts0
Latency optimized Deep Neural Networks (DNNs): An Artificial Intelligence approach at the Edge using Multiprocessor System on Chip (MPSoC)0
DINO Pre-training for Vision-based End-to-end Autonomous Driving0
Adaptive Prediction Ensemble: Improving Out-of-Distribution Generalization of Motion Forecasting0
Decentralized multi-agent reinforcement learning algorithm using a cluster-synchronized laser network0
Uplifting Range-View-based 3D Semantic Segmentation in Real-Time with Multi-Sensor Fusion0
Graph Neural Networks with Model-based Reinforcement Learning for Multi-agent Systems0
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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