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 50265050 of 6092 papers

TitleStatusHype
Improving Point Cloud Semantic Segmentation by Learning 3D Object Detection0
Data-Driven Distributed State Estimation and Behavior Modeling in Sensor Networks0
DeepDyve: Dynamic Verification for Deep Neural Networks0
Solution Concepts in Hierarchical Games under Bounded Rationality with Applications to Autonomous DrivingCode0
Adversarial Rain Attack and Defensive Deraining for DNN Perception0
A Review of Visual Odometry Methods and Its Applications for Autonomous Driving0
Holistic Grid Fusion Based Stop Line Estimation0
Deep Learning for 3D Point Cloud Understanding: A SurveyCode1
Multi-modal Experts Network for Autonomous Driving0
LDNet: End-to-End Lane Marking Detection Approach Using a Dynamic Vision SensorCode1
Radar-Camera Sensor Fusion for Joint Object Detection and Distance Estimation in Autonomous Vehicles0
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual LocalizationCode1
MATS: An Interpretable Trajectory Forecasting Representation for Planning and ControlCode1
HGCN-GJS: Hierarchical Graph Convolutional Network with Groupwise Joint Sampling for Trajectory Prediction0
A Robust and Reliable Point Cloud Recognition Network Under Rigid TransformationCode0
4Seasons: A Cross-Season Dataset for Multi-Weather SLAM in Autonomous Driving0
Cosine meets Softmax: A tough-to-beat baseline for visual groundingCode0
SoK: Certified Robustness for Deep Neural NetworksCode1
RoIFusion: 3D Object Detection from LiDAR and Vision0
Detecting and adapting to crisis pattern with context based Deep Reinforcement Learning0
ePointDA: An End-to-End Simulation-to-Real Domain Adaptation Framework for LiDAR Point Cloud Segmentation0
Adaptive and Fast Combined Waveform-Beamforming Design for mmWave Automotive Joint Communication-Radar0
Goal-Directed Occupancy Prediction for Lane-Following Actors0
Leveraging Clickstream Trajectories to Reveal Low-Quality Workers in Crowdsourced Forecasting Platforms0
Depth Completion via Inductive Fusion of Planar LIDAR and Monocular Camera0
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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