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 49014950 of 6092 papers

TitleStatusHype
Exploiting Playbacks in Unsupervised Domain Adaptation for 3D Object Detection0
StyleLess layer: Improving robustness for real-world driving0
Multi-Target Domain Adaptation via Unsupervised Domain Classification for Weather Invariant Object Detection0
Spirit Distillation: Precise Real-time Semantic Segmentation of Road Scenes with Insufficient Data0
GPRAR: Graph Convolutional Network based Pose Reconstruction and Action Recognition for Human Trajectory PredictionCode0
Hierarchical Program-Triggered Reinforcement Learning Agents For Automated Driving0
A Fine-Grained Dataset and its Efficient Semantic Segmentation for Unstructured Driving Scenarios0
MSCFNet: A Lightweight Network With Multi-Scale Context Fusion for Real-Time Semantic Segmentation0
Factors of Influence for Transfer Learning across Diverse Appearance Domains and Task Types0
X-view: Non-egocentric Multi-View 3D Object Detector0
Convex Online Video Frame Subset Selection using Multiple Criteria for Data Efficient Autonomous Driving0
Are all outliers alike? On Understanding the Diversity of Outliers for Detecting OODs0
Real-time End-to-End Federated Learning: An Automotive Case Study0
Automated and Autonomous Experiment in Electron and Scanning Probe Microscopy0
Learning to Robustly Negotiate Bi-Directional Lane Usage in High-Conflict Driving Scenarios0
Scalable Detection and Tracking of Geometric Extended Objects0
Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation0
Cross-Dataset Collaborative Learning for Semantic Segmentation in Autonomous Driving0
Stereo CenterNet based 3D Object Detection for Autonomous Driving0
A Novel Upsampling and Context Convolution for Image Semantic Segmentation0
From driving automation systems to autonomous vehicles: clarifying the terminology0
Which to Match? Selecting Consistent GT-Proposal Assignment for Pedestrian Detection0
Deep Reinforcement Learning-Aided RAN Slicing Enforcement for B5G Latency Sensitive Services0
Mobility-Aware Offloading and Resource Allocation in MEC-Enabled IoT Networks0
Lite-HDSeg: LiDAR Semantic Segmentation Using Lite Harmonic Dense Convolutions0
Building Safer Autonomous Agents by Leveraging Risky Driving Behavior Knowledge0
Improving Generalization of Transfer Learning Across Domains Using Spatio-Temporal Features in Autonomous Driving0
S3Net: 3D LiDAR Sparse Semantic Segmentation Network0
Radar Camera Fusion via Representation Learning in Autonomous Driving0
Investigating Value of Curriculum Reinforcement Learning in Autonomous Driving Under Diverse Road and Weather Conditions0
Multi-Object Tracking using Poisson Multi-Bernoulli Mixture Filtering for Autonomous Vehicles0
Advanced Multiple Linear Regression Based Dark Channel Prior Applied on Dehazing Image and Generating Synthetic Haze0
Learning a Domain-Agnostic Visual Representation for Autonomous Driving via Contrastive Loss0
Incorporating Orientations into End-to-end Driving Model for Steering Control0
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning0
MapFusion: A General Framework for 3D Object Detection with HDMaps0
Deep Learning Based 3D Segmentation: A Survey0
PsiPhi-Learning: Reinforcement Learning with Demonstrations using Successor Features and Inverse Temporal Difference Learning0
Explanations in Autonomous Driving: A Survey0
Analyzing Human Models that Adapt Online0
On complementing end-to-end human behavior predictors with planning0
Testing Autonomous Systems with Believed Equivalence Refinement0
Hidden Backdoor Attack against Semantic Segmentation Models0
Learning to Predict Vehicle Trajectories with Model-based Planning0
Challenges of engineering safe and secure highly automated vehicles0
IAFA: Instance-aware Feature Aggregation for 3D Object Detection from a Single Image0
PRIMA: General and Precise Neural Network Certification via Scalable Convex Hull Approximations0
PolarNet: Accelerated Deep Open Space Segmentation Using Automotive Radar in Polar Domain0
PointGuard: Provably Robust 3D Point Cloud Classification0
SSTN: Self-Supervised Domain Adaptation Thermal Object Detection for Autonomous Driving0
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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