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 28012850 of 6092 papers

TitleStatusHype
Backdooring Outlier Detection Methods: A Novel Attack Approach0
All-photon Polarimetric Time-of-Flight Imaging0
Action and Trajectory Planning for Urban Autonomous Driving with Hierarchical Reinforcement Learning0
Development and testing of an image transformer for explainable autonomous driving systems0
Developing a Purely Visual Based Obstacle Detection using Inverse Perspective Mapping0
DeTra: A Unified Model for Object Detection and Trajectory Forecasting0
Backdoor Defense via Test-Time Detecting and Repairing0
All-optical image classification through unknown random diffusers using a single-pixel diffractive network0
DETR4D: Direct Multi-View 3D Object Detection with Sparse Attention0
Detector Collapse: Physical-World Backdooring Object Detection to Catastrophic Overload or Blindness in Autonomous Driving0
Aligning Task- and Reconstruction-Oriented Communications for Edge Intelligence0
Action and intention recognition of pedestrians in urban traffic0
Detection of Condensed Vehicle Gas Exhaust in LiDAR Point Clouds0
Detection of Adversarial Physical Attacks in Time-Series Image Data0
Detection Is Tracking: Point Cloud Multi-Sweep Deep Learning Models Revisited0
A lightweight YOLOv5-FFM model for occlusion pedestrian detection0
Detecting the Anomalies in LiDAR Pointcloud0
AxisPose: Model-Free Matching-Free Single-Shot 6D Object Pose Estimation via Axis Generation0
Detecting OODs as datapoints with High Uncertainty0
A Lightweight Multi-Attack CAN Intrusion Detection System on Hybrid FPGAs0
ACT-Bench: Towards Action Controllable World Models for Autonomous Driving0
Detecting Driveable Area for Autonomous Vehicles0
Detecting Backdoor Attacks Against Point Cloud Classifiers0
Detecting and Identifying Optical Signal Attacks on Autonomous Driving Systems0
Detecting and adapting to crisis pattern with context based Deep Reinforcement Learning0
Visual Perception System for Autonomous Driving0
A Lightweight Machine Learning Pipeline for LiDAR-simulation0
A Versatile Multi-View Framework for LiDAR-based 3D Object Detection with Guidance from Panoptic Segmentation0
A Light-Weight Communication-Efficient Data Sharing Approach in 5G NR V2X0
A Cross-Scale Hierarchical Transformer with Correspondence-Augmented Attention for inferring Bird's-Eye-View Semantic Segmentation0
3D Scene Geometry-Aware Constraint for Camera Localization with Deep Learning0
2nd Place Solution for SODA10M Challenge 2021 -- Continual Detection Track0
AVD2: Accident Video Diffusion for Accident Video Description0
Designs and Implementations in Neural Network-based Video Coding0
A Variance-Reduced Stochastic Gradient Tracking Algorithm for Decentralized Optimization with Orthogonality Constraints0
A LiDAR Point Cloud Generator: from a Virtual World to Autonomous Driving0
Design of Automatic Driving Safety Level and Positioning Accuracy0
Designing DNNs for a trade-off between robustness and processing performance in embedded devices0
Availability-aware Sensor Fusion via Unified Canonical Space for 4D Radar, LiDAR, and Camera0
Design and Realization of a Benchmarking Testbed for Evaluating Autonomous Platooning Algorithms0
DepthSSC: Monocular 3D Semantic Scene Completion via Depth-Spatial Alignment and Voxel Adaptation0
Autoware.Flex: Human-Instructed Dynamically Reconfigurable Autonomous Driving Systems0
A LiDAR Assisted Control Module with High Precision in Parking Scenarios for Autonomous Driving Vehicle0
Cross-Modal Distillation for RGB-Depth Person Re-Identification0
Depth Sensing Beyond LiDAR Range0
Depth Refinement for Improved Stereo Reconstruction0
Depth Monocular Estimation with Attention-based Encoder-Decoder Network from Single Image0
DepthMamba with Adaptive Fusion0
Depth-Guided Robust and Fast Point Cloud Fusion NeRF for Sparse Input Views0
Depth Estimation with Simplified Transformer0
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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