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 34013450 of 6092 papers

TitleStatusHype
SSAGCN: Social Soft Attention Graph Convolution Network for Pedestrian Trajectory Prediction0
SSAP: A Shape-Sensitive Adversarial Patch for Comprehensive Disruption of Monocular Depth Estimation in Autonomous Navigation Applications0
SSC3OD: Sparsely Supervised Collaborative 3D Object Detection from LiDAR Point Clouds0
SSGA-Net: Stepwise Spatial Global-local Aggregation Networks for for Autonomous Driving0
SSL-OTA: Unveiling Backdoor Threats in Self-Supervised Learning for Object Detection0
SSTN: Self-Supervised Domain Adaptation Thermal Object Detection for Autonomous Driving0
Stability Certificates for Receding Horizon Games0
STAGE: A Stream-Centric Generative World Model for Long-Horizon Driving-Scene Simulation0
State Dropout-Based Curriculum Reinforcement Learning for Self-Driving at Unsignalized Intersections0
State-wise Safe Reinforcement Learning: A Survey0
Static Background Removal in Vehicular Radar: Filtering in Azimuth-Elevation-Doppler Domain0
Static-Dynamic Class-level Perception Consistency in Video Semantic Segmentation0
STATIC : Surface Temporal Affine for TIme Consistency in Video Monocular Depth Estimation0
STDC-MA Network for Semantic Segmentation0
Steadily Learn to Drive with Virtual Memory0
Stealthy Multi-Task Adversarial Attacks0
Steerable Pyramid Weighted Loss: Multi-Scale Adaptive Weighting for Semantic Segmentation0
Step Out and Seek Around: On Warm-Start Training with Incremental Data0
Stereo CenterNet based 3D Object Detection for Autonomous Driving0
Stereo Frustums: A Siamese Pipeline for 3D Object Detection0
Stereo-Knowledge Distillation from dpMV to Dual Pixels for Light Field Video Reconstruction0
Stereo RGB and Deeper LIDAR Based Network for 3D Object Detection0
Stereo Vision-based Semantic 3D Object and Ego-motion Tracking for Autonomous Driving0
STGlow: A Flow-based Generative Framework with Dual Graphormer for Pedestrian Trajectory Prediction0
STI-Bench: Are MLLMs Ready for Precise Spatial-Temporal World Understanding?0
STINet: Spatio-Temporal-Interactive Network for Pedestrian Detection and Trajectory Prediction0
Stochastic Future Prediction in Real World Driving Scenarios0
Stochastic Market Games0
Stochastic MPC with Dual Control for Autonomous Driving with Multi-Modal Interaction-Aware Predictions0
Stochastic MPC with Multi-modal Predictions for Traffic Intersections0
StopNet: Scalable Trajectory and Occupancy Prediction for Urban Autonomous Driving0
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
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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