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 36013610 of 6092 papers

TitleStatusHype
Large Class Separation is not what you need for Relational Reasoning-based OOD DetectionCode0
Unsupervised Optical Flow Estimation with Dynamic Timing Representation for Spike Camera0
CILF:Causality Inspired Learning Framework for Out-of-Distribution Vehicle Trajectory Prediction0
Q-YOLOP: Quantization-aware You Only Look Once for Panoptic Driving Perception0
Miriam: Exploiting Elastic Kernels for Real-time Multi-DNN Inference on Edge GPU0
Automotive Radar Mutual Interference Mitigation Based on Hough Transform in Time-Frequency Domain0
PCG-based Static Underground Garage Scenario Generation0
HoughLaneNet: Lane Detection with Deep Hough Transform and Dynamic Convolution0
Physics-assisted Deep Learning for FMCW Radar Quantitative Imaging of Two-dimension Target0
Safety Shielding under Delayed ObservationCode0
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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