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 40014050 of 6092 papers

TitleStatusHype
GaussianFormer3D: Multi-Modal Gaussian-based Semantic Occupancy Prediction with 3D Deformable Attention0
Planar Velocity Estimation for Fast-Moving Mobile Robots Using Event-Based Optical Flow0
LD-Scene: LLM-Guided Diffusion for Controllable Generation of Adversarial Safety-Critical Driving Scenarios0
Ego-centric Learning of Communicative World Models for Autonomous Driving0
Scaling Laws of Motion Forecasting and Planning -- A Technical Report0
Diffusion Models for Safety Validation of Autonomous Driving Systems0
Robust Evolutionary Multi-Objective Network Architecture Search for Reinforcement Learning (EMNAS-RL)0
Using Language and Road Manuals to Inform Map Reconstruction for Autonomous Driving0
Moby: Empowering 2D Models for Efficient Point Cloud Analytics on the Edge0
2nd Place Solution for PVUW Challenge 2024: Video Panoptic Segmentation0
2nd Place Solution for SODA10M Challenge 2021 -- Continual Detection Track0
2nd Place Solution for Waymo Open Dataset Challenge -- 2D Object Detection0
3DArticCyclists: Generating Synthetic Articulated 8D Pose-Controllable Cyclist Data for Computer Vision Applications0
3D Can Be Explored In 2D: Pseudo-Label Generation for LiDAR Point Clouds Using Sensor-Intensity-Based 2D Semantic Segmentation0
3D Data Augmentation for Driving Scenes on Camera0
3D-DEEP: 3-Dimensional Deep-learning based on elevation patterns forroad scene interpretation0
3dDepthNet: Point Cloud Guided Depth Completion Network for Sparse Depth and Single Color Image0
Dynamic Point Cloud Denoising via Manifold-to-Manifold Distance0
3D-FCT: Simultaneous 3D Object Detection and Tracking Using Feature Correlation0
3D for Free: Crossmodal Transfer Learning using HD Maps0
3DGAA: Realistic and Robust 3D Gaussian-based Adversarial Attack for Autonomous Driving0
3D Gaussian Splatting for Fine-Detailed Surface Reconstruction in Large-Scale Scene0
3DGS_LSR:Large_Scale Relocation for Autonomous Driving Based on 3D Gaussian Splatting0
3DHacker: Spectrum-based Decision Boundary Generation for Hard-label 3D Point Cloud Attack0
3D Hierarchical Refinement and Augmentation for Unsupervised Learning of Depth and Pose from Monocular Video0
3D high-resolution imaging algorithm using 1D MIMO array for autonomous driving application0
3D-MAN: 3D Multi-frame Attention Network for Object Detection0
3D Multi-Object Tracking with Semi-Supervised GRU-Kalman Filter0
3D Multiple Object Tracking on Autonomous Driving: A Literature Review0
3D Object Aided Self-Supervised Monocular Depth Estimation0
3D Object Detection Method Based on YOLO and K-Means for Image and Point Clouds0
3D Object Proposals for Accurate Object Class Detection0
3D Object Proposals using Stereo Imagery for Accurate Object Class Detection0
3D Object Visibility Prediction in Autonomous Driving0
3D Open-Vocabulary Panoptic Segmentation with 2D-3D Vision-Language Distillation0
3D Point Cloud Processing and Learning for Autonomous Driving0
3D Question Answering for City Scene Understanding0
3D-RCNN: Instance-Level 3D Object Reconstruction via Render-and-Compare0
3D Scene Geometry-Aware Constraint for Camera Localization with Deep Learning0
3D StreetUnveiler with Semantic-Aware 2DGS0
Enabling 3D Object Detection with a Low-Resolution LiDAR0
3D Vision-Language Gaussian Splatting0
3M3D: Multi-view, Multi-path, Multi-representation for 3D Object Detection0
4C: A Computation, Communication, and Control Co-Design Framework for CAVs0
4D Millimeter-Wave Radar in Autonomous Driving: A Survey0
4D mmWave Radar in Adverse Environments for Autonomous Driving: A Survey0
4D Panoptic Segmentation as Invariant and Equivariant Field Prediction0
L2RDaS: Synthesizing 4D Radar Tensors for Model Generalization via Dataset Expansion0
4Seasons: A Cross-Season Dataset for Multi-Weather SLAM in Autonomous Driving0
4Seasons: Benchmarking Visual SLAM and Long-Term Localization for Autonomous Driving in Challenging Conditions0
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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