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 12011225 of 6092 papers

TitleStatusHype
CMRNet++: Map and Camera Agnostic Monocular Visual Localization in LiDAR MapsCode1
GraphCSPN: Geometry-Aware Depth Completion via Dynamic GCNsCode1
Adversarial Training of Self-supervised Monocular Depth Estimation against Physical-World AttacksCode1
COOOL: Challenge Of Out-Of-Label A Novel Benchmark for Autonomous DrivingCode1
DOROTHIE: Spoken Dialogue for Handling Unexpected Situations in Interactive Autonomous Driving AgentsCode1
Group-wise Correlation Stereo NetworkCode1
A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future OutlookCode1
DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For DrivingCode1
Guiding Deep Learning System Testing using Surprise AdequacyCode1
COOPERNAUT: End-to-End Driving with Cooperative Perception for Networked VehiclesCode1
DriveCamSim: Generalizable Camera Simulation via Explicit Camera Modeling for Autonomous DrivingCode1
Coordinated PSO-PID based longitudinal control with LPV-MPC based lateral control for autonomous vehiclesCode1
Domain Adaptive Object Detection for Autonomous Driving under Foggy WeatherCode1
HEDNet: A Hierarchical Encoder-Decoder Network for 3D Object Detection in Point CloudsCode1
Domain generalization of 3D semantic segmentation in autonomous drivingCode1
CLRmatchNet: Enhancing Curved Lane Detection with Deep Matching ProcessCode1
CLRKDNet: Speeding up Lane Detection with Knowledge DistillationCode1
Domain Adaptation Through Task DistillationCode1
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual LocalizationCode1
CoSDH: Communication-Efficient Collaborative Perception via Supply-Demand Awareness and Intermediate-Late HybridizationCode1
DriveDiTFit: Fine-tuning Diffusion Transformers for Autonomous DrivingCode1
Homography Loss for Monocular 3D Object DetectionCode1
A Review and Comparative Study on Probabilistic Object Detection in Autonomous DrivingCode1
Curricular Subgoals for Inverse Reinforcement LearningCode1
Domain Adaptation based Object Detection for Autonomous Driving in Foggy and Rainy WeatherCode1
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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