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 23012310 of 6092 papers

TitleStatusHype
LidaRefer: Outdoor 3D Visual Grounding for Autonomous Driving with Transformers0
Few-Shot Task Learning through Inverse Generative Modeling0
Hybrid Attention for Robust RGB-T Pedestrian Detection in Real-World Conditions0
Graph-Based Multi-Modal Sensor Fusion for Autonomous Driving0
Towards 3D Semantic Scene Completion for Autonomous Driving: A Meta-Learning Framework Empowered by Deformable Large-Kernel Attention and Mamba Model0
OccLoff: Learning Optimized Feature Fusion for 3D Occupancy Prediction0
Federated Data-Driven Kalman Filtering for State Estimation0
Multi-modal NeRF Self-Supervision for LiDAR Semantic Segmentation0
Region-Guided Attack on the Segment Anything Model (SAM)0
Knowledge Graphs of Driving Scenes to Empower the Emerging Capabilities of Neurosymbolic AICode0
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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