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 22512300 of 6092 papers

TitleStatusHype
Depth Completion via Inductive Fusion of Planar LIDAR and Monocular Camera0
Depth Completion from Sparse LiDAR Data with Depth-Normal Constraints0
Depth-aware Fusion Method based on Image and 4D Radar Spectrum for 3D Object Detection0
A Learning-Based Tune-Free Control Framework for Large Scale Autonomous Driving System Deployment0
A Critical Analysis of Image-based Camera Pose Estimation Techniques0
Dependency Decomposition and a Reject Option for Explainable Models0
Autoregressive Meta-Actions for Unified Controllable Trajectory Generation0
Density-Adaptive Model Based on Motif Matrix for Multi-Agent Trajectory Prediction0
Autoregressive High-Order Finite Difference Modulo Imaging: High-Dynamic Range for Computer Vision Applications0
A Learning-based Nonlinear Model Predictive Controller for a Real Go-Kart based on Black-box Dynamics Modeling through Gaussian Processes0
Dense Residual Networks for Gaze Mapping on Indian Roads0
Autonomous Vehicles as a Sensor: Simulating Data Collection Process0
Autonomous Vehicle Lateral Control Using Deep Reinforcement Learning with MPC-PID Demonstration0
Dense Object Grounding in 3D Scenes0
A Learning and Masking Approach to Secure Learning0
Graph-Based Multi-Modal Sensor Fusion for Autonomous Driving0
DenseFormer: Learning Dense Depth Map from Sparse Depth and Image via Conditional Diffusion Model0
A Learnable Color Correction Matrix for RAW Reconstruction0
A Convolutional Neural Network for Point Cloud Instance Segmentation in Cluttered Scene Trained by Synthetic Data Without Color0
Denoising Low-dose Images Using Deep Learning of Time Series Images0
Autonomous particles0
3D-RCNN: Instance-Level 3D Object Reconstruction via Render-and-Compare0
Graph-Based Spatial-Temporal Convolutional Network for Vehicle Trajectory Prediction in Autonomous Driving0
GraphBEV: Towards Robust BEV Feature Alignment for Multi-Modal 3D Object Detection0
Graph-Guided Deformation for Point Cloud Completion0
Dendrites endow artificial neural networks with accurate, robust and parameter-efficient learning0
Autonomous Navigation through intersections with Graph ConvolutionalNetworks and Conditional Imitation Learning for Self-driving Cars0
Autonomous Navigation of Tractor-Trailer Vehicles through Roundabout Intersections0
A Large-Scale Car Parts (LSCP) Dataset for Lightweight Fine-Grained Detection0
A Contrastive Teacher-Student Framework for Novelty Detection under Style Shifts0
DEFormer: DCT-driven Enhancement Transformer for Low-light Image and Dark Vision0
Autonomous Driving With Perception Uncertainties: Deep-Ensemble Based Adaptive Cruise Control0
3D Question Answering for City Scene Understanding0
3D Point Cloud Processing and Learning for Autonomous Driving0
Deformable spatial propagation network for depth completion0
Deformable Convolution Based Road Scene Semantic Segmentation of Fisheye Images in Autonomous Driving0
Autonomous Driving without a Burden: View from Outside with Elevated LiDAR0
Autonomous Driving with Deep Reinforcement Learning in CARLA Simulation0
A Joint Convolutional Neural Networks and Context Transfer for Street Scenes Labeling0
Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment0
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies0
Defending Person Detection Against Adversarial Patch Attack by using Universal Defensive Frame0
DeepWORD: A GCN-based Approach for Owner-Member Relationship Detection in Autonomous Driving0
Autonomous Driving with a Deep Dual-Model Solution for Steering and Braking Control0
A Joint 3D-2D based Method for Free Space Detection on Roads0
A Conflicts-free, Speed-lossless KAN-based Reinforcement Learning Decision System for Interactive Driving in Roundabouts0
Gradient Optimization for Single-State RMDPs0
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models0
Deep Transfer Learning for Intelligent Vehicle Perception: a Survey0
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images0
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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