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 36513675 of 6092 papers

TitleStatusHype
Lossless SIMD Compression of LiDAR Range and Attribute Scan SequencesCode1
CenterLineDet: CenterLine Graph Detection for Road Lanes with Vehicle-mounted Sensors by Transformer for HD Map Generation0
Case Studies for Computing Density of Reachable States for Safe Autonomous Motion Planning0
Efficient Perception, Planning, and Control Algorithm for Vision-Based Automated Vehicles0
Blind and Channel-agnostic Equalization Using Adversarial Networks0
4DenoiseNet: Adverse Weather Denoising from Adjacent Point CloudsCode1
Viewer-Centred Surface Completion for Unsupervised Domain Adaptation in 3D Object DetectionCode1
SVNet: Where SO(3) Equivariance Meets Binarization on Point Cloud RepresentationCode0
Understanding Time Variations of DNN Inference in Autonomous Driving0
Delving into the Devils of Bird's-eye-view Perception: A Review, Evaluation and RecipeCode4
LF-VISLAM: A SLAM Framework for Large Field-of-View Cameras with Negative Imaging Plane on Mobile AgentsCode1
Performance-Driven Controller Tuning via Derivative-Free Reinforcement Learning0
Unsupervised Learning of 3D Scene Flow with 3D Odometry Assistance0
Multiple Object Tracking in Recent Times: A Literature Review0
MSMDFusion: Fusing LiDAR and Camera at Multiple Scales with Multi-Depth Seeds for 3D Object DetectionCode0
3DLaneNAS: Neural Architecture Search for Accurate and Light-Weight 3D Lane DetectionCode0
SIND: A Drone Dataset at Signalized Intersection in ChinaCode1
CAMO-MOT: Combined Appearance-Motion Optimization for 3D Multi-Object Tracking with Camera-LiDAR Fusion0
SEFormer: Structure Embedding Transformer for 3D Object Detection0
A New Approach to Training Multiple Cooperative Agents for Autonomous Driving0
Prediction Based Decision Making for Autonomous Highway Driving0
Synergistic Redundancy: Towards Verifiable Safety for Autonomous Vehicles0
Real-time 3D Single Object Tracking with TransformerCode1
Identifying Out-of-Distribution Samples in Real-Time for Safety-Critical 2D Object Detection with Margin Entropy Loss0
1st Place Solution to ECCV 2022 Challenge on Out of Vocabulary Scene Text Understanding: End-to-End Recognition of Out of Vocabulary Words0
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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