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 43264350 of 6092 papers

TitleStatusHype
A Hierarchical MPC Approach to Car-Following via Linearly Constrained Quadratic Programming0
PAC-Wrap: Semi-Supervised PAC Anomaly Detection0
Towards biologically plausible Dreaming and Planning in recurrent spiking networksCode0
Emergent Visual Sensors for Autonomous Vehicles0
Policy Distillation with Selective Input Gradient Regularization for Efficient Interpretability0
CARNet: A Dynamic Autoencoder for Learning Latent Dynamics in Autonomous Driving Tasks0
UnPWC-SVDLO: Multi-SVD on PointPWC for Unsupervised Lidar Odometry0
Exploring Diversity-based Active Learning for 3D Object Detection in Autonomous DrivingCode0
Real-time semantic segmentation on FPGAs for autonomous vehicles with hls4ml0
Robust Deep Neural Object Detection and Segmentation for Automotive Driving Scenario with Compressed Image Data0
EyeDAS: Securing Perception of Autonomous Cars Against the Stereoblindness Syndrome0
MPPNet: Multi-Frame Feature Intertwining with Proxy Points for 3D Temporal Object Detection0
NMR: Neural Manifold Representation for Autonomous Driving0
Deep Depth Completion from Extremely Sparse Data: A Survey0
Review on Panoramic Imaging and Its Applications in Scene Understanding0
Knowledge Augmented Machine Learning with Applications in Autonomous Driving: A Survey0
KEMP: Keyframe-Based Hierarchical End-to-End Deep Model for Long-Term Trajectory Prediction0
STDC-MA Network for Semantic Segmentation0
Symphony: Learning Realistic and Diverse Agents for Autonomous Driving Simulation0
Learn-to-Race Challenge 2022: Benchmarking Safe Learning and Cross-domain Generalisation in Autonomous Racing0
Probabilistic Symmetry for Multi-Agent DynamicsCode0
Multitask Network for Joint Object Detection, Semantic Segmentation and Human Pose Estimation in Vehicle Occupancy Monitoring0
RangeSeg: Range-Aware Real Time Segmentation of 3D LiDAR Point Clouds0
Cross-Domain Correlation Distillation for Unsupervised Domain Adaptation in Nighttime Semantic SegmentationCode0
Analysis of Diffractive Neural Networks for Seeing Through Random Diffusers0
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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