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 24012450 of 6092 papers

TitleStatusHype
A New Architecture for Neural Enhanced Multiobject Tracking0
Distributed Coordination for Multi-Vehicle Systems in the Presence of Misbehaving Vehicles0
Work-in-Progress: Traded Control Transfer for Managing Real-Time Sensor Uncertainties in Autonomous Vehicle0
Reinforcement Learning From Imperfect Corrective Actions And Proxy Rewards0
Gaussian-Based and Outside-the-Box Runtime Monitoring Join Forces0
HE-Drive: Human-Like End-to-End Driving with Vision Language Models0
Diffusion Models in 3D Vision: A Survey0
WTCL-Dehaze: Rethinking Real-world Image Dehazing via Wavelet Transform and Contrastive Learning0
LiDAR-GS:Real-time LiDAR Re-Simulation using Gaussian Splatting0
In-Place Panoptic Radiance Field Segmentation with Perceptual Prior for 3D Scene Understanding0
StreetSurfGS: Scalable Urban Street Surface Reconstruction with Planar-based Gaussian Splatting0
A Retention-Centric Framework for Continual Learning with Guaranteed Model Developmental SafetyCode0
A Multi-model Approach for Video Data Retrieval in Autonomous Vehicle Development0
STONE: A Submodular Optimization Framework for Active 3D Object DetectionCode0
Make Interval Bound Propagation great againCode0
MetaOOD: Automatic Selection of OOD Detection Models0
End-to-end Driving in High-Interaction Traffic Scenarios with Reinforcement Learning0
Remember and Recall: Associative-Memory-based Trajectory Prediction0
Abstract Reward Processes: Leveraging State Abstraction for Consistent Off-Policy EvaluationCode0
Stochasticity in Motion: An Information-Theoretic Approach to Trajectory Prediction0
Neural Eulerian Scene Flow Fields0
Perceptual Piercing: Human Visual Cue-based Object Detection in Low Visibility ConditionsCode0
Generative Diffusion-based Contract Design for Efficient AI Twins Migration in Vehicular Embodied AI Networks0
Absolute State-wise Constrained Policy Optimization: High-Probability State-wise Constraints Satisfaction0
SyntheOcc: Synthesize Geometric-Controlled Street View Images through 3D Semantic MPIs0
Efficient Driving Behavior Narration and Reasoning on Edge Device Using Large Language Models0
OccRWKV: Rethinking Efficient 3D Semantic Occupancy Prediction with Linear Complexity0
Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving0
Spatial Reasoning and Planning for Deep Embodied Agents0
Multimodal Trajectory Prediction for Autonomous Driving on Unstructured Roads using Deep Convolutional NetworkCode0
BoT-Drive: Hierarchical Behavior and Trajectory Planning for Autonomous Driving using POMDPs0
Analysis of Truncated Singular Value Decomposition for Koopman Operator-Based Lane Change Model0
CASPFormer: Trajectory Prediction from BEV Images with Deformable Attention0
Adaptive Stream Processing on Edge Devices through Active Inference0
ViewpointDepth: A New Dataset for Monocular Depth Estimation Under Viewpoint Shifts0
DiffSSC: Semantic LiDAR Scan Completion using Denoising Diffusion Probabilistic Models0
AlterMOMA: Fusion Redundancy Pruning for Camera-LiDAR Fusion Models with Alternative Modality Masking0
MemFusionMap: Working Memory Fusion for Online Vectorized HD Map Construction0
ReliOcc: Towards Reliable Semantic Occupancy Prediction via Uncertainty Learning0
PhantomLiDAR: Cross-modality Signal Injection Attacks against LiDAR0
Improving Agent Behaviors with RL Fine-tuning for Autonomous Driving0
Hierarchical End-to-End Autonomous Driving: Integrating BEV Perception with Deep Reinforcement Learning0
Joint Source-Channel Coding: Fundamentals and Recent Progress in Practical Designs0
Optical Lens Attack on Deep Learning Based Monocular Depth Estimation0
Energy-Efficient & Real-Time Computer Vision with Intelligent Skipping via Reconfigurable CMOS Image Sensors0
Transient Adversarial 3D Projection Attacks on Object Detection in Autonomous Driving0
Deep Learning and Machine Learning, Advancing Big Data Analytics and Management: Handy Appetizer0
Mitigating Covariate Shift in Imitation Learning for Autonomous Vehicles Using Latent Space Generative World Models0
Skyeyes: Ground Roaming using Aerial View Images0
Diffusion Models for Intelligent Transportation Systems: A 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