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 701725 of 6092 papers

TitleStatusHype
Exploring Map-based Features for Efficient Attention-based Vehicle Motion PredictionCode1
Exploring Navigation Maps for Learning-Based Motion PredictionCode1
Augmenting Lane Perception and Topology Understanding with Standard Definition Navigation MapsCode1
Dyna-DM: Dynamic Object-aware Self-supervised Monocular Depth MapsCode1
EC-Depth: Exploring the consistency of self-supervised monocular depth estimation in challenging scenesCode1
EdgeRegNet: Edge Feature-based Multimodal Registration Network between Images and LiDAR Point CloudsCode1
DUSA: Decoupled Unsupervised Sim2Real Adaptation for Vehicle-to-Everything Collaborative PerceptionCode1
Fast Road Segmentation via Uncertainty-aware Symmetric NetworkCode1
FBSNet: A Fast Bilateral Symmetrical Network for Real-Time Semantic SegmentationCode1
FCOS3D: Fully Convolutional One-Stage Monocular 3D Object DetectionCode1
3D Part Guided Image Editing for Fine-Grained Object UnderstandingCode1
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous DrivingCode1
Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous DrivingCode1
FEND: A Future Enhanced Distribution-Aware Contrastive Learning Framework for Long-tail Trajectory PredictionCode1
Few-Shot Backdoor Attacks on Visual Object TrackingCode1
FGFusion: Fine-Grained Lidar-Camera Fusion for 3D Object DetectionCode1
Fine-Grained Evaluation of Large Vision-Language Models in Autonomous DrivingCode1
Dur360BEV: A Real-world 360-degree Single Camera Dataset and Benchmark for Bird-Eye View Mapping in Autonomous DrivingCode1
DVI: Depth Guided Video Inpainting for Autonomous DrivingCode1
A Two-Stage Masked Autoencoder Based Network for Indoor Depth CompletionCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
Autonomous driving using GA-optimized neural network based adaptive LPV-MPC controllerCode1
DualAD: Dual-Layer Planning for Reasoning in Autonomous DrivingCode1
DSEC: A Stereo Event Camera Dataset for Driving ScenariosCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
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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