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 42314240 of 6092 papers

TitleStatusHype
enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural NetworksCode0
Robust Trajectory Prediction against Adversarial Attacks0
PointFix: Learning to Fix Domain Bias for Robust Online Stereo AdaptationCode0
Semantic Segmentation for Autonomous Driving: Model Evaluation, Dataset Generation, Perspective Comparison, and Real-Time CapabilityCode0
p-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations0
Inter-Frame Compression for Dynamic Point Cloud Geometry Coding0
Adaptive Decision Making at the Intersection for Autonomous Vehicles Based on Skill Discovery0
Provable Defense Against Geometric TransformationsCode0
Towards Robust On-Ramp Merging via Augmented Multimodal Reinforcement Learning0
StreamYOLO: Real-time Object Detection for Streaming Perception0
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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