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 29763000 of 6092 papers

TitleStatusHype
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