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 37513800 of 6092 papers

TitleStatusHype
Detection of Adversarial Physical Attacks in Time-Series Image Data0
Quadric Representations for LiDAR Odometry, Mapping and Localization0
AutoCure: Automated Tabular Data Curation Technique for ML PipelinesCode0
ContrastMotion: Self-supervised Scene Motion Learning for Large-Scale LiDAR Point Clouds0
Rubik's Optical Neural Networks: Multi-task Learning with Physics-aware Rotation Architecture0
Self-Supervised Multi-Object Tracking For Autonomous Driving From Consistency Across Timescales0
Interruption-Aware Cooperative Perception for V2X Communication-Aided Autonomous Driving0
Synthetic Datasets for Autonomous Driving: A Survey0
Now You See Me: Robust approach to Partial Occlusions0
Vehicle State Estimation and Prediction0
Studying the Impact of Semi-Cooperative Drivers on Overall Highway Flow0
Adversarial Infrared Blocks: A Multi-view Black-box Attack to Thermal Infrared Detectors in Physical World0
A Preliminary Study of Deep Learning Sensor Fusion for Pedestrian DetectionCode0
Transformer-based models and hardware acceleration analysis in autonomous driving: A survey0
FSNet: Redesign Self-Supervised MonoDepth for Full-Scale Depth Prediction for Autonomous Driving0
Multi-view Vision-Prompt Fusion Network: Can 2D Pre-trained Model Boost 3D Point Cloud Data-scarce Learning?0
An End-to-End Vehicle Trajcetory Prediction Framework0
UniCal: a Single-Branch Transformer-Based Model for Camera-to-LiDAR Calibration and Validation0
Perception Imitation: Towards Synthesis-free Simulator for Autonomous Vehicles0
End-to-End Policy Gradient Method for POMDPs and Explainable Agents0
Towards the Transferable Audio Adversarial Attack via Ensemble Methods0
SDVRF: Sparse-to-Dense Voxel Region Fusion for Multi-modal 3D Object Detection0
Neural Map Prior for Autonomous Driving0
CROVIA: Seeing Drone Scenes from Car Perspective via Cross-View Adaptation0
A Survey on Approximate Edge AI for Energy Efficient Autonomous Driving Services0
PALF: Pre-Annotation and Camera-LiDAR Late Fusion for the Easy Annotation of Point Clouds0
WildRefer: 3D Object Localization in Large-scale Dynamic Scenes with Multi-modal Visual Data and Natural LanguageCode0
Few Shot Semantic Segmentation: a review of methodologies, benchmarks, and open challenges0
SceneCalib: Automatic Targetless Calibration of Cameras and Lidars in Autonomous Driving0
Learning Residual Model of Model Predictive Control via Random Forests for Autonomous Driving0
A Cross-Scale Hierarchical Transformer with Correspondence-Augmented Attention for inferring Bird's-Eye-View Semantic Segmentation0
RSPT: Reconstruct Surroundings and Predict Trajectories for Generalizable Active Object Tracking0
Lift3D: Synthesize 3D Training Data by Lifting 2D GAN to 3D Generative Radiance Field0
EGA-Depth: Efficient Guided Attention for Self-Supervised Multi-Camera Depth Estimation0
Physics-Inspired Interpretability Of Machine Learning Models0
DPPD: Deformable Polar Polygon Object Detection0
Training Strategies for Vision Transformers for Object Detection0
Learning Stability Attention in Vision-based End-to-end Driving Policies0
High-resolution tomographic reconstruction of optical absorbance through scattering media using neural fields0
GINA-3D: Learning to Generate Implicit Neural Assets in the Wild0
MEnsA: Mix-up Ensemble Average for Unsupervised Multi Target Domain Adaptation on 3D Point CloudsCode0
Re-Evaluating LiDAR Scene Flow for Autonomous Driving0
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene UnderstandingCode0
USTC FLICAR: A Sensors Fusion Dataset of LiDAR-Inertial-Camera for Heavy-duty Autonomous Aerial Work Robots0
D-Score: A White-Box Diagnosis Score for CNNs Based on Mutation Operators0
Online Distillation with Continual Learning for Cyclic Domain ShiftsCode0
DeepAccident: A Motion and Accident Prediction Benchmark for V2X Autonomous Driving0
Online Lane Graph Extraction from Onboard Video0
Multi-Agent Reachability Calibration with Conformal Prediction0
One Training for Multiple Deployments: Polar-based Adaptive BEV Perception 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