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 751775 of 6092 papers

TitleStatusHype
A Versatile Multi-Agent Reinforcement Learning Benchmark for Inventory ManagementCode1
GPS-GLASS: Learning Nighttime Semantic Segmentation Using Daytime Video and GPS dataCode1
DUSA: Decoupled Unsupervised Sim2Real Adaptation for Vehicle-to-Everything Collaborative PerceptionCode1
DVI: Depth Guided Video Inpainting for Autonomous DrivingCode1
Dur360BEV: A Real-world 360-degree Single Camera Dataset and Benchmark for Bird-Eye View Mapping in Autonomous DrivingCode1
3D Object Detection for Autonomous Driving: A SurveyCode1
AYDIV: Adaptable Yielding 3D Object Detection via Integrated Contextual Vision TransformerCode1
Azimuth Super-Resolution for FMCW Radar in Autonomous DrivingCode1
DVIS: Decoupled Video Instance Segmentation FrameworkCode1
EDA: Evolving and Distinct Anchors for Multimodal Motion PredictionCode1
DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory PredictionCode1
Backdooring Neural Code SearchCode1
Attention-based Proposals Refinement for 3D Object DetectionCode1
GUARD: A Safe Reinforcement Learning BenchmarkCode1
DualAD: Dual-Layer Planning for Reasoning in Autonomous DrivingCode1
H2RBox: Horizontal Box Annotation is All You Need for Oriented Object DetectionCode1
DSEC: A Stereo Event Camera Dataset for Driving ScenariosCode1
Event-Free Moving Object Segmentation from Moving Ego VehicleCode1
DualDiff: Dual-branch Diffusion Model for Autonomous Driving with Semantic FusionCode1
BadPart: Unified Black-box Adversarial Patch Attacks against Pixel-wise Regression TasksCode1
BEV-LGKD: A Unified LiDAR-Guided Knowledge Distillation Framework for BEV 3D Object DetectionCode1
BetaZero: Belief-State Planning for Long-Horizon POMDPs using Learned ApproximationsCode1
DRL-Based Trajectory Tracking for Motion-Related Modules in Autonomous DrivingCode1
Hindsight is 20/20: Leveraging Past Traversals to Aid 3D PerceptionCode1
Dual Radar: A Multi-modal Dataset with Dual 4D Radar for Autonomous DrivingCode1
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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