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 23812390 of 6092 papers

TitleStatusHype
Exploring Semi-Supervised Learning for Online Mapping0
RNN-based linear parameter varying adaptive model predictive control for autonomous drivingCode0
Exploiting Local Features and Range Images for Small Data Real-Time Point Cloud Semantic SegmentationCode0
t-READi: Transformer-Powered Robust and Efficient Multimodal Inference for Autonomous Driving0
LoRD: Adapting Differentiable Driving Policies to Distribution ShiftsCode0
RailYolact -- A Yolact Focused on edge for Real-Time Rail Segmentation0
Impact of Surface Reflections in Maritime Obstacle DetectionCode0
Hybrid LLM-DDQN based Joint Optimization of V2I Communication and Autonomous Driving0
VideoSAM: Open-World Video Segmentation0
MMLF: Multi-modal Multi-class Late Fusion for Object Detection with Uncertainty Estimation0
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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