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 18311840 of 6092 papers

TitleStatusHype
TARS: Traffic-Aware Radar Scene Flow Estimation0
TGP: Two-modal occupancy prediction with 3D Gaussian and sparse points for 3D Environment Awareness0
Mamba-VA: A Mamba-based Approach for Continuous Emotion Recognition in Valence-Arousal SpaceCode0
MuDG: Taming Multi-modal Diffusion with Gaussian Splatting for Urban Scene Reconstruction0
Post-interactive Multimodal Trajectory Prediction for Autonomous Driving0
Evaluating the Impact of Synthetic Data on Object Detection Tasks in Autonomous Driving0
Dual-Domain Homogeneous Fusion with Cross-Modal Mamba and Progressive Decoder for 3D Object Detection0
Other Vehicle Trajectories Are Also Needed: A Driving World Model Unifies Ego-Other Vehicle Trajectories in Video Latant Space0
Hybrid Rendering for Multimodal Autonomous Driving: Merging Neural and Physics-Based Simulation0
CleverDistiller: Simple and Spatially Consistent Cross-modal Distillation0
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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