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 21012150 of 6092 papers

TitleStatusHype
FisheyePP4AV: A privacy-preserving method for autonomous vehicles on fisheye camera imagesCode0
FishSegSSL: A Semi-Supervised Semantic Segmentation Framework for Fish-Eye ImagesCode0
Fine-Grained Segmentation Networks: Self-Supervised Segmentation for Improved Long-Term Visual LocalizationCode0
Fine-Grained Extraction of Road Networks via Joint Learning of Connectivity and SegmentationCode0
Fine-Grained Segmentation Networks: Self-Supervised Segmentation for Improved Long-Term Visual LocalizationCode0
Exploring Adversarial Attacks on Neural Networks: An Explainable ApproachCode0
CHARMS: A Cognitive Hierarchical Agent for Reasoning and Motion Stylization in Autonomous DrivingCode0
Explore the LiDAR-Camera Dynamic Adjustment Fusion for 3D Object DetectionCode0
Exploit the Connectivity: Multi-Object Tracking with TrackletNetCode0
Characterizing Attacks on Deep Reinforcement LearningCode0
A Generative Framework for Low-Cost Result Validation of Machine Learning-as-a-Service InferenceCode0
APR-Transformer: Initial Pose Estimation for Localization in Complex Environments through Absolute Pose RegressionCode0
FedRAV: Hierarchically Federated Region-Learning for Traffic Object Classification of Autonomous VehiclesCode0
Exploiting Local Features and Range Images for Small Data Real-Time Point Cloud Semantic SegmentationCode0
Finding Physical Adversarial Examples for Autonomous Driving with Fast and Differentiable Image CompositingCode0
Closing the Loop: Motion Prediction Models beyond Open-Loop BenchmarksCode0
FIR-based Future Trajectory Prediction in Nighttime Autonomous DrivingCode0
GaussianFusion: Gaussian-Based Multi-Sensor Fusion for End-to-End Autonomous DrivingCode0
Hard Cases Detection in Motion Prediction by Vision-Language Foundation ModelsCode0
Incorporating Luminance, Depth and Color Information by a Fusion-based Network for Semantic SegmentationCode0
Exploiting Alpha Transparency In Language And Vision-Based AI Systems0
Explicit Domain Adaptation with Loosely Coupled Samples0
Explanations in Autonomous Driving: A Survey0
Explanation for Trajectory Planning using Multi-modal Large Language Model for Autonomous Driving0
Explaining Non-monotonic Normative Reasoning using Argumentation Theory with Deontic Logic0
Challenges of engineering safe and secure highly automated vehicles0
Challenges in Designing Datasets and Validation for Autonomous Driving0
Explaining Autonomous Vehicles with Intention-aware Policy Graphs0
Explaining Autonomous Driving by Learning End-to-End Visual Attention0
Challenger: Affordable Adversarial Driving Video Generation0
Explainable Scene Understanding with Qualitative Representations and Graph Neural Networks0
A Practical Introduction to Deep Reinforcement Learning0
Explainable Multi-Camera 3D Object Detection with Transformer-Based Saliency Maps0
Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey0
Explainable artificial intelligence (XAI): from inherent explainability to large language models0
CFTrack: Center-based Radar and Camera Fusion for 3D Multi-Object Tracking0
A Practical Cross-Device Federated Learning Framework over 5G Networks0
AD-EE: Early Exiting for Fast and Reliable Vision-Language Models in Autonomous Driving0
Explainable Artificial Intelligence (XAI) for 6G: Improving Trust between Human and Machine0
Explainable Artificial Intelligence for Autonomous Driving: A Comprehensive Overview and Field Guide for Future Research Directions0
Explainable and Trustworthy Traffic Sign Detection for Safe Autonomous Driving: An Inductive Logic Programming Approach0
Explainable AI for Safe and Trustworthy Autonomous Driving: A Systematic Review0
Approximating Discontinuous Nash Equilibrial Values of Two-Player General-Sum Differential Games0
Explainable AI for Enhancing Efficiency of DL-based Channel Estimation0
Explainable AI: current status and future directions0
Explainable Action Prediction through Self-Supervision on Scene Graphs0
Explainability of deep vision-based autonomous driving systems: Review and challenges0
Certified Interpretability Robustness for Class Activation Mapping0
Approximate Predictive Control Barrier Functions using Neural Networks: A Computationally Cheap and Permissive Safety Filter0
Experiments on Anomaly Detection in Autonomous Driving by Forward-Backward Style Transfers0
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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