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 22512260 of 6092 papers

TitleStatusHype
Benchmarking the Robustness of Optical Flow Estimation to CorruptionsCode0
MSSF: A 4D Radar and Camera Fusion Framework With Multi-Stage Sampling for 3D Object Detection in Autonomous Driving0
TopoSD: Topology-Enhanced Lane Segment Perception with SDMap Prior0
LiDAR-based End-to-end Temporal Perception for Vehicle-Infrastructure Cooperation0
UniGaussian: Driving Scene Reconstruction from Multiple Camera Models via Unified Gaussian Representations0
Adversarial Prompt Distillation for Vision-Language Models0
FTA generation using GenAI with an Autonomy sensor Usecase0
Understanding World or Predicting Future? A Comprehensive Survey of World Models0
Model Checking for Reinforcement Learning in Autonomous Driving: One Can Do More Than You Think!0
Open Challenges in the Formal Verification of Autonomous Driving0
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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