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 41514175 of 6092 papers

TitleStatusHype
Context-Aware Scene Prediction Network (CASPNet)0
Attention-based Proposals Refinement for 3D Object DetectionCode1
Contextual road lane and symbol generation for autonomous driving0
DDU-Net: Dual-Decoder-U-Net for Road Extraction Using High-Resolution Remote Sensing Images0
Spatiotemporal Costmap Inference for MPC via Deep Inverse Reinforcement Learning0
AutoAlign: Pixel-Instance Feature Aggregation for Multi-Modal 3D Object Detection0
Potential Game-Based Decision-Making for Autonomous Driving0
A Critical Analysis of Image-based Camera Pose Estimation Techniques0
MDS-Net: A Multi-scale Depth Stratification Based Monocular 3D Object Detection Algorithm0
STIR^2: Reward Relabelling for combined Reinforcement and Imitation Learning on sparse-reward tasks0
Pedestrian Detection: Domain Generalization, CNNs, Transformers and BeyondCode2
Vision in adverse weather: Augmentation using CycleGANs with various object detectors for robust perception in autonomous racing0
Radar^2: Passive Spy Radar Detection and Localization using COTS mmWave Radar0
Integration of Vehicular Clouds and Autonomous Driving: Survey and Future Perspectives0
Extending One-Stage Detection with Open-World Proposals0
TransVPR: Transformer-based place recognition with multi-level attention aggregation0
On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous DrivingCode1
Deep Reinforcement Learning, a textbook0
Novelty-based Generalization Evaluation for Traffic Light Detection0
A Comprehensive Survey on Radio Frequency (RF) Fingerprinting: Traditional Approaches, Deep Learning, and Open Challenges0
Whose Track Is It Anyway? Improving Robustness to Tracking Errors With Affinity-Based Trajectory Prediction0
LSVC: A Learning-Based Stereo Video Compression Framework0
Pyramid Architecture for Multi-Scale Processing in Point Cloud Segmentation0
Multi-Objective Diverse Human Motion Prediction With Knowledge Distillation0
Rope3D: The Roadside Perception Dataset for Autonomous Driving and Monocular 3D Object Detection Task0
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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