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 19511975 of 6092 papers

TitleStatusHype
Continual Unsupervised Domain Adaptation for Semantic SegmentationCode0
Hardness-Aware Scene Synthesis for Semi-Supervised 3D Object DetectionCode0
Heterogeneous-Agent Trajectory Forecasting Incorporating Class UncertaintyCode0
Guiding Attention in End-to-End Driving ModelsCode0
Continual Learning of Unsupervised Monocular Depth from VideosCode0
Adversarial Mixture Density Networks: Learning to Drive Safely from Collision DataCode0
Adversarial Manhole: Challenging Monocular Depth Estimation and Semantic Segmentation Models with Patch AttackCode0
Continual BatchNorm Adaptation (CBNA) for Semantic SegmentationCode0
GRIP: Graph-based Interaction-aware Trajectory PredictionCode0
Ground then Navigate: Language-guided Navigation in Dynamic ScenesCode0
Towards Cross-View-Consistent Self-Supervised Surround Depth EstimationCode0
Context-Aware Streaming Perception in Dynamic EnvironmentsCode0
3DLaneNAS: Neural Architecture Search for Accurate and Light-Weight 3D Lane DetectionCode0
Hallucination Elimination and Semantic Enhancement Framework for Vision-Language Models in Traffic ScenariosCode0
Content Disentanglement for Semantically Consistent Synthetic-to-Real Domain AdaptationCode0
EpiTESTER: Testing Autonomous Vehicles with Epigenetic Algorithm and Attention MechanismCode0
GPRAR: Graph Convolutional Network based Pose Reconstruction and Action Recognition for Human Trajectory PredictionCode0
Constrained Meta-Reinforcement Learning for Adaptable Safety Guarantee with Differentiable Convex ProgrammingCode0
GMA3D: Local-Global Attention Learning to Estimate Occluded Motions of Scene FlowCode0
Gradient-Guided Parameter Mask for Multi-Scenario Image Restoration Under Adverse WeatherCode0
GhostImage: Remote Perception Attacks against Camera-based Image Classification SystemsCode0
HarmonicNeRF: Geometry-Informed Synthetic View Augmentation for 3D Scene Reconstruction in Driving ScenariosCode0
Conf-Net: Toward High-Confidence Dense 3D Point-Cloud with Error-Map PredictionCode0
Confidence Propagation through CNNs for Guided Sparse Depth RegressionCode0
GRANP: A Graph Recurrent Attentive Neural Process Model for Vehicle Trajectory PredictionCode0
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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