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 521530 of 6092 papers

TitleStatusHype
Controllable 3D Outdoor Scene Generation via Scene GraphsCode2
HisTrackMap: Global Vectorized High-Definition Map Construction via History Map Tracking0
AlphaDrive: Unleashing the Power of VLMs in Autonomous Driving via Reinforcement Learning and ReasoningCode3
GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts0
Availability-aware Sensor Fusion via Unified Canonical Space for 4D Radar, LiDAR, and Camera0
Chameleon: Fast-slow Neuro-symbolic Lane Topology ExtractionCode2
LEGO-Motion: Learning-Enhanced Grids with Occupancy Instance Modeling for Class-Agnostic Motion Prediction0
HierDAMap: Towards Universal Domain Adaptive BEV Mapping via Hierarchical Perspective PriorsCode0
CATPlan: Loss-based Collision Prediction in End-to-End Autonomous Driving0
Griffin: Aerial-Ground Cooperative Detection and Tracking Dataset and BenchmarkCode2
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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