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 11761200 of 6092 papers

TitleStatusHype
Surrogate Model-Based Explainability Methods for Point Cloud NNsCode1
Unsupervised Domain Adaptive 3D Detection with Multi-Level ConsistencyCode1
Vision-Based Autonomous Car Racing Using Deep Imitative Reinforcement LearningCode1
YOLOX: Exceeding YOLO Series in 2021Code1
HDMapNet: An Online HD Map Construction and Evaluation FrameworkCode1
A Survey on Deep Learning Technique for Video SegmentationCode1
CarSNN: An Efficient Spiking Neural Network for Event-Based Autonomous Cars on the Loihi Neuromorphic Research ProcessorCode1
DenseTNT: Waymo Open Dataset Motion Prediction Challenge 1st Place SolutionCode1
FusionPainting: Multimodal Fusion with Adaptive Attention for 3D Object DetectionCode1
NuPlan: A closed-loop ML-based planning benchmark for autonomous vehiclesCode1
SeqNetVLAD vs PointNetVLAD: Image Sequence vs 3D Point Clouds for Day-Night Place RecognitionCode1
EPMF: Efficient Perception-aware Multi-sensor Fusion for 3D Semantic SegmentationCode1
One Million Scenes for Autonomous Driving: ONCE DatasetCode1
3D Object Detection for Autonomous Driving: A SurveyCode1
Projecting Your View Attentively: Monocular Road Scene Layout Estimation via Cross-View TransformationCode1
Robust Multimodal Vehicle Detection in Foggy Weather Using Complementary Lidar and Radar SignalsCode1
Safe Local Motion Planning With Self-Supervised Freespace ForecastingCode1
SECANT: Self-Expert Cloning for Zero-Shot Generalization of Visual PoliciesCode1
Invisible for both Camera and LiDAR: Security of Multi-Sensor Fusion based Perception in Autonomous Driving Under Physical-World AttacksCode1
Scene Transformer: A unified architecture for predicting multiple agent trajectoriesCode1
Constrained Generalized Additive 2 Model with Consideration of High-Order InteractionsCode1
RoadMap: A Light-Weight Semantic Map for Visual Localization towards Autonomous DrivingCode1
Multiscale Domain Adaptive YOLO for Cross-Domain Object DetectionCode1
Asymmetrical Bi-RNN for pedestrian trajectory encodingCode1
Pylot: A Modular Platform for Exploring Latency-Accuracy Tradeoffs in Autonomous VehiclesCode1
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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