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 28012825 of 6092 papers

TitleStatusHype
Exploring Real World Map Change Generalization of Prior-Informed HD Map Prediction Models0
Unleashing Generalization of End-to-End Autonomous Driving with Controllable Long Video Generation0
Sensitivity-Informed Augmentation for Robust Segmentation0
Validity Learning on Failures: Mitigating the Distribution Shift in Autonomous Vehicle Planning0
LanEvil: Benchmarking the Robustness of Lane Detection to Environmental Illusions0
Convolutional Unscented Kalman Filter for Multi-Object Tracking with Outliers0
REvolve: Reward Evolution with Large Language Models using Human Feedback0
Extending Structural Causal Models for Autonomous Vehicles to Simplify Temporal System Construction & Enable Dynamic Interactions Between AgentsCode0
A Survey of Deep Learning Based Radar and Vision Fusion for 3D Object Detection in Autonomous Driving0
2nd Place Solution for PVUW Challenge 2024: Video Panoptic Segmentation0
Research on the Application of Computer Vision Based on Deep Learning in Autonomous Driving Technology0
Data Quality in Edge Machine Learning: A State-of-the-Art Survey0
Uncertainty Quantification for Bird's Eye View Semantic Segmentation: Methods and Benchmarks0
Hard Cases Detection in Motion Prediction by Vision-Language Foundation ModelsCode0
Robust Stable Spiking Neural NetworksCode0
OpenDAS: Open-Vocabulary Domain Adaptation for 2D and 3D Segmentation0
Intrinsic Dynamics-Driven Generalizable Scene Representations for Vision-Oriented Decision-Making ApplicationsCode0
Reasoning3D -- Grounding and Reasoning in 3D: Fine-Grained Zero-Shot Open-Vocabulary 3D Reasoning Part Segmentation via Large Vision-Language Models0
Optimizing Vehicular Networks with Variational Quantum Circuits-based Reinforcement Learning0
Information Entropy Guided Height-aware Histogram for Quantization-friendly Pillar Feature Encoder0
SSGA-Net: Stepwise Spatial Global-local Aggregation Networks for for Autonomous Driving0
LetsMap: Unsupervised Representation Learning for Semantic BEV Mapping0
Is a 3D-Tokenized LLM the Key to Reliable Autonomous Driving?0
3D StreetUnveiler with Semantic-Aware 2DGS0
MULi-Ev: Maintaining Unperturbed LiDAR-Event Calibration0
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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