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 59515975 of 6092 papers

TitleStatusHype
Stein ICP for Uncertainty Estimation in Point Cloud MatchingCode0
AIDOVECL: AI-generated Dataset of Outpainted Vehicles for Eye-level Classification and LocalizationCode0
3D-model ShapeNet Core Classification using Meta-Semantic LearningCode0
A Human-Centric Approach to Explainable AI for Personalized EducationCode0
Continual Unsupervised Domain Adaptation for Semantic SegmentationCode0
Robust Sensor Fusion Algorithms Against Voice Command Attacks in Autonomous VehiclesCode0
Robust Stable Spiking Neural NetworksCode0
Knowledge Graphs of Driving Scenes to Empower the Emerging Capabilities of Neurosymbolic AICode0
Stereo R-CNN based 3D Object Detection for Autonomous DrivingCode0
A Hierarchical Architecture for Sequential Decision-Making in Autonomous Driving using Deep Reinforcement LearningCode0
Birds of a Feather Trust Together: Knowing When to Trust a Classifier via Adaptive Neighborhood AggregationCode0
End-to-End Model-Free Reinforcement Learning for Urban Driving using Implicit AffordancesCode0
ROCAS: Root Cause Analysis of Autonomous Driving Accidents via Cyber-Physical Co-mutationCode0
KDMOS:Knowledge Distillation for Motion SegmentationCode0
Just Go with the Flow: Self-Supervised Scene Flow EstimationCode0
ROFusion: Efficient Object Detection using Hybrid Point-wise Radar-Optical FusionCode0
Joint 3D Proposal Generation and Object Detection from View AggregationCode0
On Adversarial Robustness of Point Cloud Semantic SegmentationCode0
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly DetectionCode0
Role of Sensing and Computer Vision in 6G Wireless CommunicationsCode0
End-to-End Instance Segmentation with Recurrent AttentionCode0
Understanding and Mitigating the Limitations of Prioritized Experience ReplayCode0
Invisible Users: Uncovering End-Users' Requirements for Explainable AI via Explanation Forms and GoalsCode0
Beyond NaN: Resiliency of Optimization Layers in The Face of InfeasibilityCode0
BEVScope: Enhancing Self-Supervised Depth Estimation Leveraging Bird's-Eye-View in Dynamic ScenariosCode0
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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