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 511520 of 6092 papers

TitleStatusHype
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language ModelsCode1
AD-L-JEPA: Self-Supervised Spatial World Models with Joint Embedding Predictive Architecture for Autonomous Driving with LiDAR DataCode1
Implicit Guidance and Explicit Representation of Semantic Information in Points Cloud: A SurveyCode1
RadarNeXt: Real-Time and Reliable 3D Object Detector Based On 4D mmWave Imaging RadarCode1
PIDLoc: Cross-View Pose Optimization Network Inspired by PID ControllersCode1
Pseudo Visible Feature Fine-Grained Fusion for Thermal Object DetectionCode1
OmniStereo: Real-time Omnidireactional Depth Estimation with Multiview Fisheye CamerasCode1
TiGDistill-BEV: Multi-view BEV 3D Object Detection via Target Inner-Geometry Learning DistillationCode1
DriveEditor: A Unified 3D Information-Guided Framework for Controllable Object Editing in Driving ScenesCode1
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
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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