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 55515600 of 6092 papers

TitleStatusHype
LiDAR-EDIT: LiDAR Data Generation by Editing the Object Layouts in Real-World Scenes0
Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images0
Generative One-Shot Learning (GOL): A Semi-Parametric Approach to One-Shot Learning in Autonomous Vision0
Generic Probabilistic Interactive Situation Recognition and Prediction: From Virtual to Real0
Generic Tracking and Probabilistic Prediction Framework and Its Application in Autonomous Driving0
Generic Vehicle Tracking Framework Capable of Handling Occlusions Based on Modified Mixture Particle Filter0
GENESIS-RL: GEnerating Natural Edge-cases with Systematic Integration of Safety considerations and Reinforcement Learning0
GenFollower: Enhancing Car-Following Prediction with Large Language Models0
GenMM: Geometrically and Temporally Consistent Multimodal Data Generation for Video and LiDAR0
GEOcc: Geometrically Enhanced 3D Occupancy Network with Implicit-Explicit Depth Fusion and Contextual Self-Supervision0
Geo-Context Aware Study of Vision-Based Autonomous Driving Models and Spatial Video Data0
Geo-locating Road Objects using Inverse Haversine Formula with NVIDIA Driveworks0
Exploring Geometric Consistency for Monocular 3D Object Detection0
Geometry-Aware Video Object Detection for Static Cameras0
Geometry-Based Next Frame Prediction from Monocular Video0
Geometry-based Occlusion-Aware Unsupervised Stereo Matching for Autonomous Driving0
Geometry-Constrained Monocular Scale Estimation Using Semantic Segmentation for Dynamic Scenes0
GeomGS: LiDAR-Guided Geometry-Aware Gaussian Splatting for Robot Localization0
Get a Model! Model Hijacking Attack Against Machine Learning Models0
GFD-SSD: Gated Fusion Double SSD for Multispectral Pedestrian Detection0
GGS: Generalizable Gaussian Splatting for Lane Switching in Autonomous Driving0
GIDP: Learning a Good Initialization and Inducing Descriptor Post-enhancing for Large-scale Place Recognition0
GINA-3D: Learning to Generate Implicit Neural Assets in the Wild0
GISNet: Graph-Based Information Sharing Network For Vehicle Trajectory Prediction0
GitNet: Geometric Prior-based Transformation for Birds-Eye-View Segmentation0
GLane3D : Detecting Lanes with Graph of 3D Keypoints0
GLane3D: Detecting Lanes with Graph of 3D Keypoints0
Global Convergence of Policy Gradient Methods to (Almost) Locally Optimal Policies0
Global Deconvolutional Networks for Semantic Segmentation0
GlobalMapNet: An Online Framework for Vectorized Global HD Map Construction0
Global visual localization in LiDAR-maps through shared 2D-3D embedding space0
HALS: A Height-Aware Lidar Super-Resolution Framework for Autonomous Driving0
GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts0
GnetSeg: Semantic Segmentation Model Optimized on a 224mW CNN Accelerator Chip at the Speed of 318FPS0
Graph Neural Networks with Model-based Reinforcement Learning for Multi-agent Systems0
Goal-based Neural Physics Vehicle Trajectory Prediction Model0
Goal-Directed Occupancy Prediction for Lane-Following Actors0
GoalNet: Goal Areas Oriented Pedestrian Trajectory Prediction0
Going Deeper into Recognizing Actions in Dark Environments: A Comprehensive Benchmark Study0
GoIRL: Graph-Oriented Inverse Reinforcement Learning for Multimodal Trajectory Prediction0
GOOD: General Optimization-based Fusion for 3D Object Detection via LiDAR-Camera Object Candidates0
GP22: A Car Styling Dataset for Automotive Designers0
GPT-4V Explorations: Mining Autonomous Driving0
GPT-4V Takes the Wheel: Promises and Challenges for Pedestrian Behavior Prediction0
GPU-based Pedestrian Detection for Autonomous Driving0
Gradient based Feature Attribution in Explainable AI: A Technical Review0
Gradient-Free Adversarial Training Against Image Corruption for Learning-based Steering0
Gradient-free Policy Architecture Search and Adaptation0
Gradient Optimization for Single-State RMDPs0
GraphAlign: Enhancing Accurate Feature Alignment by Graph matching for Multi-Modal 3D Object 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