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 35763600 of 6092 papers

TitleStatusHype
Three Cars Approaching within 100m! Enhancing Distant Geometry by Tri-Axis Voxel Scanning for Camera-based Semantic Scene Completion0
TiCoSS: Tightening the Coupling between Semantic Segmentation and Stereo Matching within A Joint Learning Framework0
TigAug: Data Augmentation for Testing Traffic Light Detection in Autonomous Driving Systems0
TiledSoilingNet: Tile-level Soiling Detection on Automotive Surround-view Cameras Using Coverage Metric0
Time3D: End-to-End Joint Monocular 3D Object Detection and Tracking for Autonomous Driving0
Timealign: A multi-modal object detection method for time misalignment fusing in autonomous driving0
Time-Dependent Performance Modeling for Platooning Communications at Intersection0
TimeLDM: Latent Diffusion Model for Unconditional Time Series Generation0
Timely Fusion of Surround Radar/Lidar for Object Detection in Autonomous Driving Systems0
Time of Arrival Error Estimation for Positioning Using Convolutional Neural Networks0
TimePillars: Temporally-Recurrent 3D LiDAR Object Detection0
Tiny Deep Ensemble: Uncertainty Estimation in Edge AI Accelerators via Ensembling Normalization Layers with Shared Weights0
TinyDrive: Multiscale Visual Question Answering with Selective Token Routing for Autonomous Driving0
TIP: Task-Informed Motion Prediction for Intelligent Vehicles0
TLD: A Vehicle Tail Light signal Dataset and Benchmark0
TL-GAN: Improving Traffic Light Recognition via Data Synthesis for Autonomous Driving0
TMCOSS: Thresholded Multi-Criteria Online Subset Selection for Data-Efficient Autonomous Driving0
To complete or to estimate, that is the question: A Multi-Task Approach to Depth Completion and Monocular Depth Estimation0
TOFG: A Unified and Fine-Grained Environment Representation in Autonomous Driving0
Tokenize the World into Object-level Knowledge to Address Long-tail Events in Autonomous Driving0
To Make Yourself Invisible with Adversarial Semantic Contours0
Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning0
TopoSD: Topology-Enhanced Lane Segment Perception with SDMap Prior0
TorchDriveEnv: A Reinforcement Learning Benchmark for Autonomous Driving with Reactive, Realistic, and Diverse Non-Playable Characters0
TORNADO-Net: mulTiview tOtal vaRiatioN semAntic segmentation with Diamond inceptiOn module0
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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