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 29513000 of 6092 papers

TitleStatusHype
OCBEV: Object-Centric BEV Transformer for Multi-View 3D Object Detection0
AD-PT: Autonomous Driving Pre-Training with Large-scale Point Cloud Dataset0
CALICO: Self-Supervised Camera-LiDAR Contrastive Pre-training for BEV Perception0
Doubly Robust Self-TrainingCode0
AWQ: Activation-aware Weight Quantization for LLM Compression and AccelerationCode6
Learning Sampling Dictionaries for Efficient and Generalizable Robot Motion Planning with Transformers0
Special Session: Approximation and Fault Resiliency of DNN Accelerators0
CAROM Air -- Vehicle Localization and Traffic Scene Reconstruction from Aerial VideosCode1
BetaZero: Belief-State Planning for Long-Horizon POMDPs using Learned ApproximationsCode1
Virtual and Real Data Populated Intersection Visualization and Testing Tool for V2X Application Development0
TOFG: A Unified and Fine-Grained Environment Representation in Autonomous Driving0
Smooth-Trajectron++: Augmenting the Trajectron++ behaviour prediction model with smooth attentionCode0
Cross-Domain Car Detection Model with Integrated Convolutional Block Attention Mechanism0
Trustworthy Sensor Fusion against Inaudible Command Attacks in Advanced Driver-Assistance System0
Data and Knowledge for Overtaking Scenarios in Autonomous Driving0
Learning Off-Road Terrain Traversability with Self-Supervisions Only0
Sit Back and Relax: Learning to Drive Incrementally in All Weather ConditionsCode0
UniScene: Multi-Camera Unified Pre-training via 3D Scene Reconstruction for Autonomous DrivingCode2
Pre-training Contextualized World Models with In-the-wild Videos for Reinforcement LearningCode1
A Learning-based Nonlinear Model Predictive Controller for a Real Go-Kart based on Black-box Dynamics Modeling through Gaussian Processes0
RLAD: Reinforcement Learning from Pixels for Autonomous Driving in Urban Environments0
TReR: A Lightweight Transformer Re-Ranking Approach for 3D LiDAR Place Recognition0
Backdooring Neural Code SearchCode1
On the Importance of Backbone to the Adversarial Robustness of Object DetectorsCode0
Selective Communication for Cooperative Perception in End-to-End Autonomous Driving0
Language-Guided 3D Object Detection in Point Cloud for Autonomous Driving0
CUEING: a lightweight model to Capture hUman attEntion In driviNG0
Comparison of Pedestrian Prediction Models from Trajectory and Appearance Data for Autonomous Driving0
Semantic Segmentation by Semantic Proportions0
NuScenes-QA: A Multi-modal Visual Question Answering Benchmark for Autonomous Driving ScenarioCode2
Polarimetric Imaging for Perception0
KARNet: Kalman Filter Augmented Recurrent Neural Network for Learning World Models in Autonomous Driving Tasks0
RCFusion: Fusing 4-D Radar and Camera With Bird’s-Eye View Features for 3-D Object Detection0
Windscreen Optical Quality for AI Algorithms: Refractive Power and MTF not Sufficient0
Multi-Echo Denoising in Adverse WeatherCode1
GUARD: A Safe Reinforcement Learning BenchmarkCode1
From Model-Based to Data-Driven Simulation: Challenges and Trends in Autonomous Driving0
Balancing Explainability-Accuracy of Complex Models0
DetGPT: Detect What You Need via ReasoningCode2
Risk-aware Safe Control for Decentralized Multi-agent Systems via Dynamic Responsibility Allocation0
On Learning the Tail Quantiles of Driving Behavior Distributions via Quantile Regression and Flows0
Learning Pedestrian Actions to Ensure Safe Autonomous Driving0
VDT: General-purpose Video Diffusion Transformers via Mask ModelingCode2
Towards Benchmarking and Assessing Visual Naturalness of Physical World Adversarial AttacksCode1
Semantic Segmentation of Radar Detections using Convolutions on Point Clouds0
Why current rain denoising models fail on CycleGAN created rain images in autonomous driving0
Deep Radar Inverse Sensor Models for Dynamic Occupancy Grid Maps0
A Survey of Explainable AI and Proposal for a Discipline of Explanation Engineering0
The Waymo Open Sim Agents ChallengeCode1
Vision-based DRL Autonomous Driving Agent with Sim2Real TransferCode1
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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