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 45014525 of 6092 papers

TitleStatusHype
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
Radar^2: Passive Spy Radar Detection and Localization using COTS mmWave Radar0
Vision in adverse weather: Augmentation using CycleGANs with various object detectors for robust perception in autonomous racing0
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
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
LIFT: Learning 4D LiDAR Image Fusion Transformer for 3D Object Detection0
Multi-Objective Diverse Human Motion Prediction With Knowledge Distillation0
Whose Track Is It Anyway? Improving Robustness to Tracking Errors With Affinity-Based Trajectory Prediction0
LSVC: A Learning-Based Stereo Video Compression Framework0
Segment-Fusion: Hierarchical Context Fusion for Robust 3D Semantic Segmentation0
AutoMine: An Unmanned Mine Dataset0
Pyramid Architecture for Multi-Scale Processing in Point Cloud Segmentation0
BE-STI: Spatial-Temporal Integrated Network for Class-Agnostic Motion Prediction With Bidirectional Enhancement0
Unifying Panoptic Segmentation for Autonomous Driving0
Rope3D: The Roadside Perception Dataset for Autonomous Driving and Monocular 3D Object Detection Task0
LTP: Lane-Based Trajectory Prediction for Autonomous Driving0
Exploiting Rigidity Constraints for LiDAR Scene Flow Estimation0
An Intelligent Self-driving Truck System For Highway TransportationCode0
Few-shot Backdoor Defense Using Shapley Estimation0
Pose Estimation of Specific Rigid Objects0
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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