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 35513600 of 6092 papers

TitleStatusHype
Interpretable Goal-Based model for Vehicle Trajectory Prediction in Interactive Scenarios0
Bias Behind the Wheel: Fairness Testing of Autonomous Driving SystemsCode0
Non-line-of-sight reconstruction via structure sparsity regularization0
Analytical Safety Bounds for Trajectory Following Controllers in Autonomous Vehicles0
On the Calibration of Uncertainty Estimation in LiDAR-based Semantic Segmentation0
Synthetic outlier generation for anomaly detection in autonomous driving0
Diffusion-Augmented Depth Prediction with Sparse Annotations0
A Survey on Deep Learning-based Spatio-temporal Action Detection0
Assessing Systematic Weaknesses of DNNs using Counterfactuals0
SMARLA: A Safety Monitoring Approach for Deep Reinforcement Learning AgentsCode0
BEVControl: Accurately Controlling Street-view Elements with Multi-perspective Consistency via BEV Sketch Layout0
Spatial Intelligence of a Self-driving Car and Rule-Based Decision Making0
MonoNext: A 3D Monocular Object Detection with ConvNext0
Detecting the Anomalies in LiDAR Pointcloud0
On Transferability of Driver Observation Models from Simulated to Real Environments in Autonomous Cars0
FULLER: Unified Multi-modality Multi-task 3D Perception via Multi-level Gradient Calibration0
Uncertainty-Encoded Multi-Modal Fusion for Robust Object Detection in Autonomous Driving0
Freespace Optical Flow Modeling for Automated Driving0
Benchmarking Jetson Edge Devices with an End-to-end Video-based Anomaly Detection SystemCode0
MapNeRF: Incorporating Map Priors into Neural Radiance Fields for Driving View Simulation0
Robust Detection, Association, and Localization of Vehicle Lights: A Context-Based Cascaded CNN Approach and Evaluations0
Weakly Supervised Multi-Modal 3D Human Body Pose Estimation for Autonomous Driving0
A Memory-Augmented Multi-Task Collaborative Framework for Unsupervised Traffic Accident Detection in Driving Videos0
Causal reasoning in typical computer vision tasks0
Patterns of Vehicle Lights: Addressing Complexities in Curation and Annotation of Camera-Based Vehicle Light Datasets and Metrics0
HeightFormer: Explicit Height Modeling without Extra Data for Camera-only 3D Object Detection in Bird's Eye View0
Traffic Flow Simulation for Autonomous Driving0
Patch-Wise Point Cloud Generation: A Divide-and-Conquer ApproachCode0
R2Det: Redemption from Range-view for Accurate 3D Object Detection0
Improving Online Lane Graph Extraction by Object-Lane Clustering0
Neuron Sensitivity Guided Test Case Selection for Deep Learning Testing0
Boundary State Generation for Testing and Improvement of Autonomous Driving SystemsCode0
Attacking by Aligning: Clean-Label Backdoor Attacks on Object DetectionCode0
U-CE: Uncertainty-aware Cross-Entropy for Semantic Segmentation0
Exploring acceptance of autonomous vehicle policies using KeyBERT and SNA: Targeting engineering students0
Light-Weight Vision Transformer with Parallel Local and Global Self-Attention0
Towards a performance analysis on pre-trained Visual Question Answering models for autonomous drivingCode0
EgoVM: Achieving Precise Ego-Localization using Lightweight Vectorized Maps0
ROFusion: Efficient Object Detection using Hybrid Point-wise Radar-Optical FusionCode0
On the Fly Neural Style Smoothing for Risk-Averse Domain GeneralizationCode0
Multi-Task Cross-Modality Attention-Fusion for 2D Object Detection0
LiDAR-BEVMTN: Real-Time LiDAR Bird's-Eye View Multi-Task Perception Network for Autonomous Driving0
Ada3D : Exploiting the Spatial Redundancy with Adaptive Inference for Efficient 3D Object Detection0
Domain Knowledge Distillation from Large Language Model: An Empirical Study in the Autonomous Driving Domain0
KECOR: Kernel Coding Rate Maximization for Active 3D Object Detection0
LEST: Large-scale LiDAR Semantic Segmentation with Transformer0
Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstruction0
NLOS Dies Twice: Challenges and Solutions of V2X for Cooperative Perception0
DeepIPCv2: LiDAR-powered Robust Environmental Perception and Navigational Control for Autonomous VehicleCode0
On the Design of Nonlinear MPC and LPVMPC for Obstacle Avoidance in 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