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
Mobility-Aware Offloading and Resource Allocation in MEC-Enabled IoT Networks0
S3Net: 3D LiDAR Sparse Semantic Segmentation Network0
Improving Generalization of Transfer Learning Across Domains Using Spatio-Temporal Features in Autonomous Driving0
Radar Camera Fusion via Representation Learning in Autonomous Driving0
Investigating Value of Curriculum Reinforcement Learning in Autonomous Driving Under Diverse Road and Weather Conditions0
Multi-Object Tracking using Poisson Multi-Bernoulli Mixture Filtering for Autonomous Vehicles0
Monocular Quasi-Dense 3D Object TrackingCode1
Advanced Multiple Linear Regression Based Dark Channel Prior Applied on Dehazing Image and Generating Synthetic Haze0
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning0
Model-free Vehicle Tracking and State Estimation in Point Cloud SequencesCode1
Incorporating Orientations into End-to-end Driving Model for Steering Control0
MapFusion: A General Framework for 3D Object Detection with HDMaps0
DSEC: A Stereo Event Camera Dataset for Driving ScenariosCode1
Learning a Domain-Agnostic Visual Representation for Autonomous Driving via Contrastive Loss0
PsiPhi-Learning: Reinforcement Learning with Demonstrations using Successor Features and Inverse Temporal Difference Learning0
Capturing Omni-Range Context for Omnidirectional SegmentationCode1
Deep Learning Based 3D Segmentation: A Survey0
On complementing end-to-end human behavior predictors with planning0
Explanations in Autonomous Driving: A Survey0
Pixel-wise Anomaly Detection in Complex Driving ScenesCode1
Analyzing Human Models that Adapt Online0
LCDNet: Deep Loop Closure Detection and Point Cloud Registration for LiDAR SLAMCode1
Testing Autonomous Systems with Believed Equivalence Refinement0
Hidden Backdoor Attack against Semantic Segmentation Models0
A Simple and Efficient Multi-task Network for 3D Object Detection and Road UnderstandingCode1
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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