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 53765400 of 6092 papers

TitleStatusHype
EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning0
Physical Model Guided Deep Image Deraining0
ClusterVO: Clustering Moving Instances and Estimating Visual Odometry for Self and Surroundings0
Pedestrian Models for Autonomous Driving Part II: High-Level Models of Human Behavior0
Adversarial Attacks on Monocular Depth Estimation0
A Game-Theoretic Model of Human Driving and Application to Discretionary Lane-Changes0
GISNet: Graph-Based Information Sharing Network For Vehicle Trajectory Prediction0
Deep Constrained Q-learning0
3dDepthNet: Point Cloud Guided Depth Completion Network for Sparse Depth and Single Color Image0
Generalizable Pedestrian Detection: The Elephant In The Room0
CARPAL: Confidence-Aware Intent Recognition for Parallel Autonomy0
Vision-Based Autonomous Driving: A Model Learning Approach0
Dynamic Point Cloud Denoising via Manifold-to-Manifold Distance0
Learning to Optimize Autonomy in Competence-Aware Systems0
Neural Mesh Refiner for 6-DoF Pose Estimation0
A Survey of End-to-End Driving: Architectures and Training Methods0
LiDAR guided Small obstacle SegmentationCode0
Interaction Graphs for Object Importance Estimation in On-road Driving Videos0
LaserFlow: Efficient and Probabilistic Object Detection and Motion Forecasting0
Confidence Guided Stereo 3D Object Detection with Split Depth Estimation0
Using an ensemble color space model to tackle adversarial examples0
Off-Road Drivable Area Extraction Using 3D LiDAR Data0
HeatNet: Bridging the Day-Night Domain Gap in Semantic Segmentation with Thermal Images0
PLOP: Probabilistic poLynomial Objects trajectory Planning for autonomous driving0
On the Road with 16 Neurons: Mental Imagery with Bio-inspired Deep Neural NetworksCode0
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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