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
Detecting OODs as datapoints with High Uncertainty0
Detecting the Anomalies in LiDAR Pointcloud0
Detection Is Tracking: Point Cloud Multi-Sweep Deep Learning Models Revisited0
Detection of Adversarial Physical Attacks in Time-Series Image Data0
Detection of Condensed Vehicle Gas Exhaust in LiDAR Point Clouds0
Detector Collapse: Physical-World Backdooring Object Detection to Catastrophic Overload or Blindness in Autonomous Driving0
DETR4D: Direct Multi-View 3D Object Detection with Sparse Attention0
DeTra: A Unified Model for Object Detection and Trajectory Forecasting0
Developing a Purely Visual Based Obstacle Detection using Inverse Perspective Mapping0
Development and testing of an image transformer for explainable autonomous driving systems0
Development of A Stochastic Traffic Environment with Generative Time-Series Models for Improving Generalization Capabilities of Autonomous Driving Agents0
Development of Occupancy Prediction Algorithm for Underground Parking Lots0
Development of Open Informal Dataset Affecting Autonomous Driving0
Development of Real-time Rendering Technology for High-Precision Models in Autonomous Driving0
DF-Calib: Targetless LiDAR-Camera Calibration via Depth Flow0
DGInStyle: Domain-Generalizable Semantic Segmentation with Image Diffusion Models and Stylized Semantic Control0
DG-Labeler and DGL-MOTS Dataset: Boost the Autonomous Driving Perception0
DGNR: Density-Guided Neural Point Rendering of Large Driving Scenes0
DIAL: Distribution-Informed Adaptive Learning of Multi-Task Constraints for Safety-Critical Systems0
DICE: Diverse Diffusion Model with Scoring for Trajectory Prediction0
DiffAD: A Unified Diffusion Modeling Approach for Autonomous Driving0
Differentiable Control Barrier Functions for Vision-based End-to-End Autonomous Driving0
Differentially Private and Fair Classification via Calibrated Functional Mechanism0
Differential Transformer-driven 6G Physical Layer for Collaborative Perception Enhancement0
DiffLO: Semantic-Aware LiDAR Odometry with Diffusion-Based Refinement0
DiffMap: Enhancing Map Segmentation with Map Prior Using Diffusion Model0
Diff-Net: Image Feature Difference based High-Definition Map Change Detection for Autonomous Driving0
DiffPrompter: Differentiable Implicit Visual Prompts for Semantic-Segmentation in Adverse Conditions0
DiffSSC: Semantic LiDAR Scan Completion using Denoising Diffusion Probabilistic Models0
Diffusion-Augmented Depth Prediction with Sparse Annotations0
Diffusion-based 3D Object Detection with Random Boxes0
Diffusion-Based Generative Models for 3D Occupancy Prediction in Autonomous Driving0
Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous and Instruction-guided Driving0
Diffusion Model for Planning: A Systematic Literature Review0
Diffusion Models for Intelligent Transportation Systems: A Survey0
Diffusion Models in 3D Vision: A Survey0
DiffVLA: Vision-Language Guided Diffusion Planning for Autonomous Driving0
Dilemma of the Artificial Intelligence Regulatory Landscape0
LidaRF: Delving into Lidar for Neural Radiance Field on Street Scenes0
DINO Pre-training for Vision-based End-to-end Autonomous Driving0
DINO-SD: Champion Solution for ICRA 2024 RoboDepth Challenge0
Dionysus: Recovering Scene Structures by Dividing Into Semantic Pieces0
Direct Depth Learning Network for Stereo Matching0
DirectShape: Direct Photometric Alignment of Shape Priors for Visual Vehicle Pose and Shape Estimation0
Discover, Hallucinate, and Adapt: Open Compound Domain Adaptation for Semantic Segmentation0
Discrete Contrastive Learning for Diffusion Policies in Autonomous Driving0
Discrete-Event Controller Synthesis for Autonomous Systems with Deep-Learning Perception Components0
Disengagement Cause-and-Effect Relationships Extraction Using an NLP Pipeline0
Disentangling and Vectorization: A 3D Visual Perception Approach for Autonomous Driving Based on Surround-View Fisheye Cameras0
Displacement-Invariant Cost Computation for Efficient Stereo Matching0
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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