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 18511900 of 6092 papers

TitleStatusHype
RS2AD: End-to-End Autonomous Driving Data Generation from Roadside Sensor Observations0
Robusto-1 Dataset: Comparing Humans and VLMs on real out-of-distribution Autonomous Driving VQA from Peru0
CoT-Drive: Efficient Motion Forecasting for Autonomous Driving with LLMs and Chain-of-Thought Prompting0
GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts0
HisTrackMap: Global Vectorized High-Definition Map Construction via History Map Tracking0
Combating Partial Perception Deficit in Autonomous Driving with Multimodal LLM Commonsense0
Evaluation of Safety Cognition Capability in Vision-Language Models for Autonomous Driving0
Steerable Pyramid Weighted Loss: Multi-Scale Adaptive Weighting for Semantic Segmentation0
Future-Aware Interaction Network For Motion Forecasting0
AxisPose: Model-Free Matching-Free Single-Shot 6D Object Pose Estimation via Axis Generation0
StructVPR++: Distill Structural and Semantic Knowledge with Weighting Samples for Visual Place RecognitionCode0
Attention, Please! PixelSHAP Reveals What Vision-Language Models Actually Focus On0
CoDa-4DGS: Dynamic Gaussian Splatting with Context and Deformation Awareness for Autonomous Driving0
OV-SCAN: Semantically Consistent Alignment for Novel Object Discovery in Open-Vocabulary 3D Object Detection0
Object-Centric World Model for Language-Guided Manipulation0
Treble Counterfactual VLMs: A Causal Approach to HallucinationCode0
From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning0
TransParking: A Dual-Decoder Transformer Framework with Soft Localization for End-to-End Automatic Parking0
Vision-based 3D Semantic Scene Completion via Capture Dynamic Representations0
ACAM-KD: Adaptive and Cooperative Attention Masking for Knowledge Distillation0
Advancing Autonomous Vehicle Intelligence: Deep Learning and Multimodal LLM for Traffic Sign Recognition and Robust Lane Detection0
Segment Anything, Even Occluded0
Rethinking Lanes and Points in Complex Scenarios for Monocular 3D Lane Detection0
Learning to Drive by Imitating Surrounding Vehicles0
InDRiVE: Intrinsic Disagreement based Reinforcement for Vehicle Exploration through Curiosity Driven Generalized World Model0
Evidential Uncertainty Estimation for Multi-Modal Trajectory Prediction0
Discrete Contrastive Learning for Diffusion Policies in Autonomous Driving0
A Hybrid Approach for Extending Automotive Radar Operation to NLOS Urban Scenarios0
A Comprehensive LLM-powered Framework for Driving Intelligence EvaluationCode0
DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction0
INTENT: Trajectory Prediction Framework with Intention-Guided Contrastive Clustering0
Geometry-Constrained Monocular Scale Estimation Using Semantic Segmentation for Dynamic Scenes0
L2RDaS: Synthesizing 4D Radar Tensors for Model Generalization via Dataset Expansion0
RGB-Thermal Infrared Fusion for Robust Depth Estimation in Complex Environments0
Trajectory Prediction for Autonomous Driving: Progress, Limitations, and Future Directions0
Enhancing Autonomous Driving Safety with Collision Scenario Integration0
DriveGen: Towards Infinite Diverse Traffic Scenarios with Large Models0
TS-CGNet: Temporal-Spatial Fusion Meets Centerline-Guided Diffusion for BEV MappingCode0
Out-of-Distribution Segmentation in Autonomous Driving: Problems and State of the Art0
Text2Scenario: Text-Driven Scenario Generation for Autonomous Driving Test0
Federated Learning for Privacy-Preserving Feedforward Control in Multi-Agent SystemsCode0
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
A Survey on Semantic Communications in Internet of Vehicles0
Perceptual Motor Learning with Active Inference Framework for Robust Lateral Control0
Road Boundary Detection Using 4D mmWave Radar for Autonomous Driving0
CARIL: Confidence-Aware Regression in Imitation Learning for Autonomous DrivingCode0
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
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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