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 17511775 of 6092 papers

TitleStatusHype
GLane3D : Detecting Lanes with Graph of 3D Keypoints0
A Survey of Reinforcement Learning-Based Motion Planning for Autonomous Driving: Lessons Learned from a Driving Task Perspective0
A Benchmark for Vision-Centric HD Mapping by V2I Systems0
OnSiteVRU: A High-Resolution Trajectory Dataset for High-Density Vulnerable Road Users0
VLM-C4L: Continual Core Dataset Learning with Corner Case Optimization via Vision-Language Models for Autonomous Driving0
A Dataset for Semantic Segmentation in the Presence of Unknowns0
Markov Potential Game Construction and Multi-Agent Reinforcement Learning with Applications to Autonomous Driving0
SafeCast: Risk-Responsive Motion Forecasting for Autonomous Vehicles0
NuGrounding: A Multi-View 3D Visual Grounding Framework in Autonomous Driving0
CRLLK: Constrained Reinforcement Learning for Lane Keeping in Autonomous Driving0
CoGen: 3D Consistent Video Generation via Adaptive Conditioning for Autonomous Driving0
A Deep Learning Framework for Boundary-Aware Semantic Segmentation0
InteractionMap: Improving Online Vectorized HDMap Construction with Interaction0
Extending Silicon Lifetime: A Review of Design Techniques for Reliable Integrated Circuits0
Knowledge Graphs as World Models for Semantic Material-Aware Obstacle Handling in Autonomous Vehicles0
Fine-Grained Behavior and Lane Constraints Guided Trajectory Prediction Method0
Adversarial Wear and Tear: Exploiting Natural Damage for Generating Physical-World Adversarial Examples0
GAIA-2: A Controllable Multi-View Generative World Model for Autonomous Driving0
SaViD: Spectravista Aesthetic Vision Integration for Robust and Discerning 3D Object Detection in Challenging EnvironmentsCode0
Omnidirectional Depth-Aided Occupancy Prediction based on Cylindrical Voxel for Autonomous Driving0
AccidentSim: Generating Physically Realistic Vehicle Collision Videos from Real-World Accident Reports0
EVolSplat: Efficient Volume-based Gaussian Splatting for Urban View Synthesis0
ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems0
ORION: A Holistic End-to-End Autonomous Driving Framework by Vision-Language Instructed Action Generation0
ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models0
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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