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 40014025 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
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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