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 576600 of 6092 papers

TitleStatusHype
TS-CGNet: Temporal-Spatial Fusion Meets Centerline-Guided Diffusion for BEV MappingCode0
Federated Learning for Privacy-Preserving Feedforward Control in Multi-Agent SystemsCode0
Road Boundary Detection Using 4D mmWave Radar for Autonomous Driving0
A Survey on Semantic Communications in Internet of Vehicles0
CAPS: Context-Aware Priority Sampling for Enhanced Imitation Learning in Autonomous Driving0
ECG-EmotionNet: Nested Mixture of Expert (NMoE) Adaptation of ECG-Foundation Model for Driver Emotion Recognition0
DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-ResolutionCode2
Perceptual Motor Learning with Active Inference Framework for Robust Lateral Control0
Dur360BEV: A Real-world 360-degree Single Camera Dataset and Benchmark for Bird-Eye View Mapping in Autonomous DrivingCode1
CARIL: Confidence-Aware Regression in Imitation Learning for Autonomous DrivingCode0
Enhancing Monocular 3D Scene Completion with Diffusion ModelCode1
Dynamically Local-Enhancement Planner for Large-Scale Autonomous Driving0
Multimodal Learning for Just-In-Time Software Defect Prediction in Autonomous Driving SystemsCode0
AuthSim: Towards Authentic and Effective Safety-critical Scenario Generation for Autonomous Driving Tests0
SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation ModelsCode1
Minds on the Move: Decoding Trajectory Prediction in Autonomous Driving with Cognitive Insights0
BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance0
VDT-Auto: End-to-end Autonomous Driving with VLM-Guided Diffusion Transformers0
CarPlanner: Consistent Auto-regressive Trajectory Planning for Large-scale Reinforcement Learning in Autonomous Driving0
You Only Click Once: Single Point Weakly Supervised 3D Instance Segmentation for Autonomous Driving0
SegLocNet: Multimodal Localization Network for Autonomous Driving via Bird's-Eye-View SegmentationCode1
Shared Autonomy for Proximal Teaching0
EMT: A Visual Multi-Task Benchmark Dataset for Autonomous Driving in the Arab Gulf RegionCode0
Learning Autonomy: Off-Road Navigation Enhanced by Human Input0
Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event CamerasCode1
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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