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 22262250 of 6092 papers

TitleStatusHype
Unlocking Past Information: Temporal Embeddings in Cooperative Bird's Eye View Prediction0
Unified Spatio-Temporal Tri-Perspective View Representation for 3D Semantic Occupancy Prediction0
ADMap: Anti-disturbance framework for reconstructing online vectorized HD mapCode2
InverseMatrixVT3D: An Efficient Projection Matrix-Based Approach for 3D Occupancy PredictionCode1
Self-supervised Learning of LiDAR 3D Point Clouds via 2D-3D Neural CalibrationCode2
Data-Centric Evolution in Autonomous Driving: A Comprehensive Survey of Big Data System, Data Mining, and Closed-Loop TechnologiesCode2
Efficient and Generalized end-to-end Autonomous Driving System with Latent Deep Reinforcement Learning and Demonstrations0
Large receptive field strategy and important feature extraction strategy in 3D object detection0
Self-Supervised Bird's Eye View Motion Prediction with Cross-Modality SignalsCode0
S^3M-Net: Joint Learning of Semantic Segmentation and Stereo Matching for Autonomous Driving0
Enhancing System-Level Safety in Mixed-Autonomy Platoon via Safe Reinforcement LearningCode1
Episodic Reinforcement Learning with Expanded State-reward Space0
BadODD: Bangladeshi Autonomous Driving Object Detection Dataset0
Deep Learning-based Embedded Intrusion Detection System for Automotive CAN0
Exploring Highly Quantised Neural Networks for Intrusion Detection in Automotive CAN0
A Lightweight Multi-Attack CAN Intrusion Detection System on Hybrid FPGAs0
LangProp: A code optimization framework using Large Language Models applied to drivingCode2
Analyzing and Mitigating Bias for Vulnerable Classes: Towards Balanced Representation in Dataset0
Reconstructing the Invisible: Video Frame Restoration through Siamese Masked Conditional Variational Autoencoder0
Hacking Predictors Means Hacking Cars: Using Sensitivity Analysis to Identify Trajectory Prediction Vulnerabilities for Autonomous Driving Security0
Stream Query Denoising for Vectorized HD Map Construction0
Importance-Aware Image Segmentation-based Semantic Communication for Autonomous Driving0
Forging Vision Foundation Models for Autonomous Driving: Challenges, Methodologies, and OpportunitiesCode3
Geo-locating Road Objects using Inverse Haversine Formula with NVIDIA Driveworks0
Pedestrian Detection in Low-Light Conditions: A Comprehensive Survey0
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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