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 21012125 of 6092 papers

TitleStatusHype
MLLM-SUL: Multimodal Large Language Model for Semantic Scene Understanding and Localization in Traffic ScenariosCode0
Zero-shot Hazard Identification in Autonomous Driving: A Case Study on the COOOL Benchmark0
HV-BEV: Decoupling Horizontal and Vertical Feature Sampling for Multi-View 3D Object DetectionCode0
Evaluating the Adversarial Robustness of Detection Transformers0
TSceneJAL: Joint Active Learning of Traffic Scenes for 3D Object DetectionCode0
Parallel Neural Computing for Scene Understanding from LiDAR Perception in Autonomous RacingCode0
GDM4MMIMO: Generative Diffusion Models for Massive MIMO Communications0
AA-SGAN: Adversarially Augmented Social GAN with Synthetic DataCode0
Causal Composition Diffusion Model for Closed-loop Traffic Generation0
Feature Based Methods in Domain Adaptation for Object Detection: A Review Paper0
DeepMF: Deep Motion Factorization for Closed-Loop Safety-Critical Driving Scenario Simulation0
OLiDM: Object-aware LiDAR Diffusion Models for Autonomous Driving0
NumbOD: A Spatial-Frequency Fusion Attack Against Object DetectorsCode0
Lightweight Design and Optimization methods for DCNNs: Progress and Futures0
Application of Multimodal Large Language Models in Autonomous Driving0
A Method for the Runtime Validation of AI-based Environment Perception in Automated Driving System0
Towards Selection and Transition Between Behavior-Based Neural Networks for Automated Driving0
Mask-RadarNet: Enhancing Transformer With Spatial-Temporal Semantic Context for Radar Object Detection in Autonomous Driving0
Camera-Based Localization and Enhanced Normalized Mutual Information0
Optimizing Low-Speed Autonomous Driving: A Reinforcement Learning Approach to Route Stability and Maximum Speed0
VLM-RL: A Unified Vision Language Models and Reinforcement Learning Framework for Safe Autonomous Driving0
Autoware.Flex: Human-Instructed Dynamically Reconfigurable Autonomous Driving Systems0
Sparse Point Clouds Assisted Learned Image Compression0
VLM-AD: End-to-End Autonomous Driving through Vision-Language Model Supervision0
Unveiling Uncertainty: A Deep Dive into Calibration and Performance of Multimodal Large Language ModelsCode0
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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