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 36013625 of 6092 papers

TitleStatusHype
Toward a Low-Cost Perception System in Autonomous Vehicles: A Spectrum Learning Approach0
Toward Information Theoretic Active Inverse Reinforcement Learning0
Toward Pedestrian Head Tracking: A Benchmark Dataset and an Information Fusion Network0
Toward RAW Object Detection: A New Benchmark and a New Model0
Toward Real-world BEV Perception: Depth Uncertainty Estimation via Gaussian Splatting0
Towards 3D Semantic Scene Completion for Autonomous Driving: A Meta-Learning Framework Empowered by Deformable Large-Kernel Attention and Mamba Model0
Towards 6G-V2X: Aggregated RF-VLC for Ultra-Reliable and Low-Latency Autonomous Driving0
Towards Accurate and Robust Classification in Continuously Transitioning Industrial Sprays with Mixup0
Towards Accurate Ego-lane Identification with Early Time Series Classification0
Toward Safety-First Human-Like Decision Making for Autonomous Vehicles in Time-Varying Traffic Flow0
Towards Automated Safety Coverage and Testing for Autonomous Vehicles with Reinforcement Learning0
Towards Autonomous Driving: a Multi-Modal 360^ Perception Proposal0
Towards Autonomous Driving of Personal Mobility with Small and Noisy Dataset using Tsallis-statistics-based Behavioral Cloning0
Autonomous Driving Small-Scale Cars: A Survey of Recent Development0
Towards Autonomous Riding: A Review of Perception, Planning, and Control in Intelligent Two-Wheelers0
Towards Benchmarking and Assessing the Safety and Robustness of Autonomous Driving on Safety-critical Scenarios0
Monocular Outdoor Semantic Mapping with a Multi-task Network0
Toward Scalable Verification for Safety-Critical Deep Networks0
Towards Consistent and Explainable Motion Prediction using Heterogeneous Graph Attention0
Towards Corner Case Detection for Autonomous Driving0
Towards Depth Foundation Model: Recent Trends in Vision-Based Depth Estimation0
Towards Dynamic and Small Objects Refinement for Unsupervised Domain Adaptative Nighttime Semantic Segmentation0
Towards Efficient 3D Object Detection in Bird's-Eye-View Space for Autonomous Driving: A Convolutional-Only Approach0
Towards End-to-End Deep Learning for Autonomous Racing: On Data Collection and a Unified Architecture for Steering and Throttle Prediction0
Towards Explainable AI for Channel Estimation in Wireless Communications0
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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