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 28912900 of 6092 papers

TitleStatusHype
Robustness of Segment Anything Model (SAM) for Autonomous Driving in Adverse Weather Conditions0
State-wise Constrained Policy OptimizationCode1
Deep Learning Accelerator in Loop Reliability Evaluation for Autonomous Driving0
BEVScope: Enhancing Self-Supervised Depth Estimation Leveraging Bird's-Eye-View in Dynamic ScenariosCode0
Autonomous Driving with Deep Reinforcement Learning in CARLA Simulation0
RoMe: Towards Large Scale Road Surface Reconstruction via Mesh RepresentationCode2
Collision Avoidance Detour for Multi-Agent Trajectory Forecasting0
PowerBEV: A Powerful Yet Lightweight Framework for Instance Prediction in Bird's-Eye ViewCode1
UniG3D: A Unified 3D Object Generation Dataset0
Online Map Vectorization for Autonomous Driving: A Rasterization PerspectiveCode1
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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