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 29012950 of 6092 papers

TitleStatusHype
Knowledge-Informed Multi-Agent Trajectory Prediction at Signalized Intersections for Infrastructure-to-Everything0
Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment0
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies0
Knowledge Distillation for Action Anticipation via Label Smoothing0
Defending Person Detection Against Adversarial Patch Attack by using Universal Defensive Frame0
Feature Selective Small Object Detection via Knowledge-based Recurrent Attentive Neural Network0
Knowledge-based Entity Prediction for Improved Machine Perception in Autonomous Systems0
DeepWORD: A GCN-based Approach for Owner-Member Relationship Detection in Autonomous Driving0
Autonomous Driving with a Deep Dual-Model Solution for Steering and Braking Control0
A Joint 3D-2D based Method for Free Space Detection on Roads0
A Conflicts-free, Speed-lossless KAN-based Reinforcement Learning Decision System for Interactive Driving in Roundabouts0
3D Question Answering for City Scene Understanding0
Knowledge Augmented Machine Learning with Applications in Autonomous Driving: A Survey0
KLIEP-based Density Ratio Estimation for Semantically Consistent Synthetic to Real Images Adaptation in Urban Traffic Scenes0
Knowledge Graphs as World Models for Semantic Material-Aware Obstacle Handling in Autonomous Vehicles0
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models0
KIT MOMA: A Mobile Machines Dataset0
Knowledge Integration Strategies in Autonomous Vehicle Prediction and Planning: A Comprehensive Survey0
Kinematics-aware Trajectory Generation and Prediction with Latent Stochastic Differential Modeling0
Deep Transfer Learning for Intelligent Vehicle Perception: a Survey0
KiGRAS: Kinematic-Driven Generative Model for Realistic Agent Simulation0
L2PF -- Learning to Prune Faster0
L3C-Stereo: Lossless Compression for Stereo Images0
L3-Net: Towards Learning Based LiDAR Localization for Autonomous Driving0
Label Anything: An Interpretable, High-Fidelity and Prompt-Free Annotator0
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images0
Autonomous Driving Vehicles Using Adaptive Learning Method for Data Fusion0
Key Ingredients of Self-Driving Cars0
Keyhole Imaging: Non-Line-of-Sight Imaging and Tracking of Moving Objects Along a Single Optical Path0
KEMP: Keyframe-Based Hierarchical End-to-End Deep Model for Long-Term Trajectory Prediction0
KECOR: Kernel Coding Rate Maximization for Active 3D Object Detection0
Deep Surrogate Q-Learning for Autonomous Driving0
JVLDLoc: a Joint Optimization of Visual-LiDAR Constraints and Direction Priors for Localization in Driving Scenario0
Autonomous Driving using Safe Reinforcement Learning by Incorporating a Regret-based Human Lane-Changing Decision Model0
AI Recommendation Systems for Lane-Changing Using Adherence-Aware Reinforcement Learning0
Joint Source-Channel Coding: Fundamentals and Recent Progress in Practical Designs0
Joint SFM and Detection Cues for Monocular 3D Localization in Road Scenes0
Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation0
Joint Self-Supervised Learning for Vision-based Reinforcement Learning0
Lane Boundary Geometry Extraction from Satellite Imagery0
Joint Recursive Monocular Filtering of Camera Motion and Disparity Map0
Lane Change Decision-making through Deep Reinforcement Learning with Rule-based Constraints0
DeepRoadMapper: Extracting Road Topology From Aerial Images0
Joint Prediction for Kinematic Trajectories in Vehicle-Pedestrian-Mixed Scenes0
LaneCorrect: Self-supervised Lane Detection0
LaneCPP: Continuous 3D Lane Detection using Physical Priors0
Joint object detection and re-identification for 3D obstacle multi-camera systems0
Lane Detection with Versatile AtrousFormer and Local Semantic Guidance0
Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey0
Autonomous Driving System Design for Formula Student Driverless Racecar0
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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