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 16761700 of 6092 papers

TitleStatusHype
ALEN: A Dual-Approach for Uniform and Non-Uniform Low-Light Image EnhancementCode0
MSMDFusion: Fusing LiDAR and Camera at Multiple Scales with Multi-Depth Seeds for 3D Object DetectionCode0
AutoRemover: Automatic Object Removal for Autonomous Driving VideosCode0
Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection and IdentificationCode0
A Retention-Centric Framework for Continual Learning with Guaranteed Model Developmental SafetyCode0
Monocular Pedestrian Orientation Estimation Based on Deep 2D-3D FeedforwardCode0
Dense open-set recognition with synthetic outliers generated by Real NVPCode0
MMVR: Millimeter-wave Multi-View Radar Dataset and Benchmark for Indoor PerceptionCode0
Model-Agnostic Defense for Lane Detection against Adversarial AttackCode0
Autonomous Vehicle Control: End-to-end Learning in Simulated Urban EnvironmentsCode0
DenseASPP for Semantic Segmentation in Street ScenesCode0
MLLM-SUL: Multimodal Large Language Model for Semantic Scene Understanding and Localization in Traffic ScenariosCode0
MTD: Multi-Timestep Detector for Delayed Streaming PerceptionCode0
Minimizing Supervision for Free-space SegmentationCode0
DeLS-3D: Deep Localization and Segmentation with a 3D Semantic MapCode0
A Language Agent for Autonomous DrivingCode0
Mitigating Spurious Negative Pairs for Robust Industrial Anomaly DetectionCode0
MGNiceNet: Unified Monocular Geometric Scene UnderstandingCode0
Mind the Gap! A Study on the Transferability of Virtual vs Physical-world Testing of Autonomous Driving SystemsCode0
Deep traffic light detection by overlaying synthetic context on arbitrary natural imagesCode0
DeepTraffic: Crowdsourced Hyperparameter Tuning of Deep Reinforcement Learning Systems for Multi-Agent Dense Traffic NavigationCode0
Deep Steering: Learning End-to-End Driving Model from Spatial and Temporal Visual CuesCode0
MDHA: Multi-Scale Deformable Transformer with Hybrid Anchors for Multi-View 3D Object DetectionCode0
Deep Reinforcement Learning framework for Autonomous DrivingCode0
Marginally calibrated response distributions for end-to-end learning in autonomous drivingCode0
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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