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 43014350 of 6092 papers

TitleStatusHype
StreamMOTP: Streaming and Unified Framework for Joint 3D Multi-Object Tracking and Trajectory Prediction0
Stream Query Denoising for Vectorized HD Map Construction0
StreamYOLO: Real-time Object Detection for Streaming Perception0
StreetCrafter: Street View Synthesis with Controllable Video Diffusion Models0
Street-Map Based Validation of Semantic Segmentation in Autonomous Driving0
StreetSurfGS: Scalable Urban Street Surface Reconstruction with Planar-based Gaussian Splatting0
Str-L Pose: Integrating Point and Structured Line for Relative Pose Estimation in Dual-Graph0
Structure Aware and Class Balanced 3D Object Detection on nuScenes Dataset0
Structure-Aware Network for Lane Marker Extraction with Dynamic Vision Sensor0
Structured Labeling Enables Faster Vision-Language Models for End-to-End Autonomous Driving0
Structuring a Training Strategy to Robustify Perception Models with Realistic Image Augmentations0
STT: Stateful Tracking with Transformers for Autonomous Driving0
Studying the Impact of Semi-Cooperative Drivers on Overall Highway Flow0
An empirical study of testing machine learning in the wild0
Study of Dropout in PointPillars with 3D Object Detection0
ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models0
StyleLess layer: Improving robustness for real-world driving0
SubjectDrive: Scaling Generative Data in Autonomous Driving via Subject Control0
SUIT: Learning Significance-guided Information for 3D Temporal Detection0
SuperDriverAI: Towards Design and Implementation for End-to-End Learning-based Autonomous Driving0
SuperMapNet for Long-Range and High-Accuracy Vectorized HD Map Construction0
SuperPC: A Single Diffusion Model for Point Cloud Completion, Upsampling, Denoising, and Colorization0
Superpixel Transformers for Efficient Semantic Segmentation0
Super Sparse 3D Object Detection0
SurfelGAN: Synthesizing Realistic Sensor Data for Autonomous Driving0
Surrogate-assisted Multi-objective Neural Architecture Search for Real-time Semantic Segmentation0
SurroundSDF: Implicit 3D Scene Understanding Based on Signed Distance Field0
Surround-view Fisheye BEV-Perception for Valet Parking: Dataset, Baseline and Distortion-insensitive Multi-task Framework0
Surround-View Fisheye Optics in Computer Vision and Simulation: Survey and Challenges0
Surround-View Vision-based 3D Detection for Autonomous Driving: A Survey0
Survey of Deep Reinforcement Learning for Motion Planning of Autonomous Vehicles0
Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods0
Survey on Monocular Metric Depth Estimation0
Survey on Semantic Stereo Matching / Semantic Depth Estimation0
SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds0
SVQNet: Sparse Voxel-Adjacent Query Network for 4D Spatio-Temporal LiDAR Semantic Segmentation0
SWFormer: Sparse Window Transformer for 3D Object Detection in Point Clouds0
Switching Recurrent Kalman Networks0
Symbolic Imitation Learning: From Black-Box to Explainable Driving Policies0
Symbolic Perception Risk in Autonomous Driving0
Symphony: Learning Realistic and Diverse Agents for Autonomous Driving Simulation0
SYNAPSE: SYmbolic Neural-Aided Preference Synthesis Engine0
SynDiff-AD: Improving Semantic Segmentation and End-to-End Autonomous Driving with Synthetic Data from Latent Diffusion Models0
SynDistNet: Self-Supervised Monocular Fisheye Camera Distance Estimation Synergized with Semantic Segmentation for Autonomous Driving0
Synergistic Development of Perovskite Memristors and Algorithms for Robust Analog Computing0
Synergistic Redundancy: Towards Verifiable Safety for Autonomous Vehicles0
SynFog: A Photo-realistic Synthetic Fog Dataset based on End-to-end Imaging Simulation for Advancing Real-World Defogging in Autonomous Driving0
SyntheOcc: Synthesize Geometric-Controlled Street View Images through 3D Semantic MPIs0
Synthesis of Model Predictive Control and Reinforcement Learning: Survey and Classification0
Synthetic Data for Deep Learning0
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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