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 24262450 of 6092 papers

TitleStatusHype
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