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 601650 of 6092 papers

TitleStatusHype
Deep Learning for Vision-based Prediction: A SurveyCode1
Deep Metric Learning for Open World Semantic SegmentationCode1
Deep Learning for Omnidirectional Vision: A Survey and New PerspectivesCode1
SeSame: Simple, Easy 3D Object Detection with Point-Wise SemanticsCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
HLA-Face: Joint High-Low Adaptation for Low Light Face DetectionCode1
Deep Learning for 3D Point Cloud Understanding: A SurveyCode1
DeepIPC: Deeply Integrated Perception and Control for an Autonomous Vehicle in Real EnvironmentsCode1
Deep Learning for 3D Point Clouds: A SurveyCode1
Hierarchical Generative Adversarial Imitation Learning with Mid-level Input Generation for Autonomous Driving on Urban EnvironmentsCode1
High-level camera-LiDAR fusion for 3D object detection with machine learningCode1
PPAD: Iterative Interactions of Prediction and Planning for End-to-end Autonomous DrivingCode1
HiLoTs: High-Low Temporal Sensitive Representation Learning for Semi-Supervised LiDAR Segmentation in Autonomous DrivingCode1
DDD17: End-To-End DAVIS Driving DatasetCode1
Deep Federated Learning for Autonomous DrivingCode1
DASGIL: Domain Adaptation for Semantic and Geometric-aware Image-based LocalizationCode1
DatasetEquity: Are All Samples Created Equal? In The Quest For Equity Within DatasetsCode1
DeepReach: A Deep Learning Approach to High-Dimensional ReachabilityCode1
Hindsight is 20/20: Leveraging Past Traversals to Aid 3D PerceptionCode1
Homography Guided Temporal Fusion for Road Line and Marking SegmentationCode1
Heatmap-based Object Detection and Tracking with a Fully Convolutional Neural NetworkCode1
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic SegmentationCode1
HEDNet: A Hierarchical Encoder-Decoder Network for 3D Object Detection in Point CloudsCode1
HEAL-SWIN: A Vision Transformer On The SphereCode1
A Concise but High-performing Network for Image Guided Depth Completion in Autonomous DrivingCode1
aiMotive Dataset: A Multimodal Dataset for Robust Autonomous Driving with Long-Range PerceptionCode1
HDGT: Heterogeneous Driving Graph Transformer for Multi-Agent Trajectory Prediction via Scene EncodingCode1
CurveLane-NAS: Unifying Lane-Sensitive Architecture Search and Adaptive Point BlendingCode1
HDMapNet: An Online HD Map Construction and Evaluation FrameworkCode1
CSFlow: Learning Optical Flow via Cross Strip Correlation for Autonomous DrivingCode1
Crowdsourced 3D Mapping: A Combined Multi-View Geometry and Self-Supervised Learning ApproachCode1
GUARD: A Safe Reinforcement Learning BenchmarkCode1
Ctrl-V: Higher Fidelity Video Generation with Bounding-Box Controlled Object MotionCode1
3D Part Guided Image Editing for Fine-Grained Object UnderstandingCode1
Guiding Deep Learning System Testing using Surprise AdequacyCode1
Cross-modal Learning for Domain Adaptation in 3D Semantic SegmentationCode1
CrossDTR: Cross-view and Depth-guided Transformers for 3D Object DetectionCode1
Curricular Subgoals for Inverse Reinforcement LearningCode1
A Hybrid Sparse-Dense Monocular SLAM System for Autonomous DrivingCode1
CROON: Automatic Multi-LiDAR Calibration and Refinement Method in Road SceneCode1
DARTH: Holistic Test-time Adaptation for Multiple Object TrackingCode1
H2RBox: Horizontal Box Annotation is All You Need for Oriented Object DetectionCode1
HFT: Lifting Perspective Representations via Hybrid Feature TransformationCode1
Homography Loss for Monocular 3D Object DetectionCode1
CPGNet: Cascade Point-Grid Fusion Network for Real-Time LiDAR Semantic SegmentationCode1
Ground-aware Monocular 3D Object Detection for Autonomous DrivingCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
COTR: Compact Occupancy TRansformer for Vision-based 3D Occupancy PredictionCode1
GRIP++: Enhanced Graph-based Interaction-aware Trajectory Prediction for Autonomous DrivingCode1
Group-wise Correlation Stereo NetworkCode1
Show:102550
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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