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 37763800 of 6092 papers

TitleStatusHype
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