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 13011350 of 6092 papers

TitleStatusHype
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
Generating Evidential BEV Maps in Continuous Driving SpaceCode1
PanoVOS: Bridging Non-panoramic and Panoramic Views with Transformer for Video SegmentationCode1
3D-LMVIC: Learning-based Multi-View Image Coding with 3D Gaussian Geometric PriorsCode1
Phantom Sponges: Exploiting Non-Maximum Suppression to Attack Deep Object DetectorsCode1
PanoVPR: Towards Unified Perspective-to-Equirectangular Visual Place Recognition via Sliding Windows across the Panoramic ViewCode1
Parametric Depth Based Feature Representation Learning for Object Detection and Segmentation in Bird's-Eye ViewCode1
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic SegmentationCode1
PC-NeRF: Parent-Child Neural Radiance Fields under Partial Sensor Data Loss in Autonomous Driving EnvironmentsCode1
Geometric Deep Learning for Autonomous Driving: Unlocking the Power of Graph Neural Networks With CommonRoad-GeometricCode1
A Reinforcement Learning Benchmark for Autonomous Driving in Intersection ScenariosCode1
CLFT: Camera-LiDAR Fusion Transformer for Semantic Segmentation in Autonomous DrivingCode1
DARTH: Holistic Test-time Adaptation for Multiple Object TrackingCode1
DASGIL: Domain Adaptation for Semantic and Geometric-aware Image-based LocalizationCode1
GNN-PMB: A Simple but Effective Online 3D Multi-Object Tracker without Bells and WhistlesCode1
Deformation and Correspondence Aware Unsupervised Synthetic-to-Real Scene Flow Estimation for Point CloudsCode1
DEFLOW: Self-supervised 3D Motion Estimation of Debris FlowCode1
PANet: LiDAR Panoptic Segmentation with Sparse Instance Proposal and AggregationCode1
Delta Descriptors: Change-Based Place Representation for Robust Visual LocalizationCode1
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old LabelsCode1
GPT-4 Enhanced Multimodal Grounding for Autonomous Driving: Leveraging Cross-Modal Attention with Large Language ModelsCode1
DeFIX: Detecting and Fixing Failure Scenarios with Reinforcement Learning in Imitation Learning Based Autonomous DrivingCode1
PanDepth: Joint Panoptic Segmentation and Depth CompletionCode1
Graph-based Spatial Transformer with Memory Replay for Multi-future Pedestrian Trajectory PredictionCode1
PanoOcc: Unified Occupancy Representation for Camera-based 3D Panoptic SegmentationCode1
GRIP++: Enhanced Graph-based Interaction-aware Trajectory Prediction for Autonomous DrivingCode1
Optimized adaptive MPC for lateral control of autonomous vehiclesCode1
DatasetEquity: Are All Samples Created Equal? In The Quest For Equity Within DatasetsCode1
DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place RecognitionCode1
AD-L-JEPA: Self-Supervised Spatial World Models with Joint Embedding Predictive Architecture for Autonomous Driving with LiDAR DataCode1
Optimal Cost Design for Model Predictive ControlCode1
Out-of-Distribution Semantic Occupancy PredictionCode1
GUARD: A Safe Reinforcement Learning BenchmarkCode1
Guiding Deep Learning System Testing using Surprise AdequacyCode1
CLAD: A realistic Continual Learning benchmark for Autonomous DrivingCode1
Open-world Semantic Segmentation for LIDAR Point CloudsCode1
DDD17: End-To-End DAVIS Driving DatasetCode1
Scene Transformer: A unified architecture for predicting multiple agent trajectoriesCode1
DeepReach: A Deep Learning Approach to High-Dimensional ReachabilityCode1
HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene EncodingCode1
A Unified Query-based Paradigm for Point Cloud UnderstandingCode1
HEAL-SWIN: A Vision Transformer On The SphereCode1
A Divide-and-Merge Point Cloud Clustering Algorithm for LiDAR Panoptic SegmentationCode1
Delving into Localization Errors for Monocular 3D Object DetectionCode1
Optical Flow Based Motion Detection for Autonomous DrivingCode1
OV^2SLAM : A Fully Online and Versatile Visual SLAM for Real-Time ApplicationsCode1
Panoptic Segmentation: A ReviewCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
AutoAlignV2: Deformable Feature Aggregation for Dynamic Multi-Modal 3D Object DetectionCode1
Deep Learning for Omnidirectional Vision: A Survey and New PerspectivesCode1
Show:102550
← PrevPage 27 of 122Next →

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