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 41764200 of 6092 papers

TitleStatusHype
MSMDFusion: Fusing LiDAR and Camera at Multiple Scales with Multi-Depth Seeds for 3D Object DetectionCode0
CAMO-MOT: Combined Appearance-Motion Optimization for 3D Multi-Object Tracking with Camera-LiDAR Fusion0
3DLaneNAS: Neural Architecture Search for Accurate and Light-Weight 3D Lane DetectionCode0
Prediction Based Decision Making for Autonomous Highway Driving0
A New Approach to Training Multiple Cooperative Agents for Autonomous Driving0
SEFormer: Structure Embedding Transformer for 3D Object Detection0
Synergistic Redundancy: Towards Verifiable Safety for Autonomous Vehicles0
1st Place Solution to ECCV 2022 Challenge on Out of Vocabulary Scene Text Understanding: End-to-End Recognition of Out of Vocabulary Words0
Identifying Out-of-Distribution Samples in Real-Time for Safety-Critical 2D Object Detection with Margin Entropy Loss0
Unifying Evaluation of Machine Learning Safety Monitors0
Class-Aware Attention for Multimodal Trajectory Prediction0
Intelligent Perception System for Vehicle-Road Cooperation0
Verifiable Obstacle DetectionCode0
A Variance-Reduced Stochastic Gradient Tracking Algorithm for Decentralized Optimization with Orthogonality Constraints0
ProspectNet: Weighted Conditional Attention for Future Interaction Modeling in Behavior Prediction0
Unsupervised Spike Depth Estimation via Cross-modality Cross-domain Knowledge TransferCode0
Uncertainty Guided Depth Fusion for Spike Camera0
A Compacted Structure for Cross-domain learning on Monocular Depth and Flow Estimation0
Bridging the View Disparity Between Radar and Camera Features for Multi-modal Fusion 3D Object Detection0
A Comprehensive Study of Real-Time Object Detection Networks Across Multiple Domains: A Survey0
Autonomous Driving Vehicles Using Adaptive Learning Method for Data Fusion0
Low-Light Video Enhancement with Synthetic Event Guidance0
A Low-Cost Lane-Following Algorithm for Cyber-Physical Robots0
Adversarial Vulnerability of Temporal Feature Networks for Object Detection0
Collaborative Perception for Autonomous Driving: Current Status and Future Trend0
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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