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 54515500 of 6092 papers

TitleStatusHype
Parallel Detection for Efficient Video Analytics at the EdgeCode0
Pair-wise Layer Attention with Spatial Masking for Video PredictionCode0
SE3D: A Framework For Saliency Method Evaluation In 3D ImagingCode0
HyperFlow: Representing 3D Objects as SurfacesCode0
Hybrid Reasoning Based on Large Language Models for Autonomous Car DrivingCode0
PointFix: Learning to Fix Domain Bias for Robust Online Stereo AdaptationCode0
HV-BEV: Decoupling Horizontal and Vertical Feature Sampling for Multi-View 3D Object DetectionCode0
Pointing the Way: Refining Radar-Lidar Localization Using Learned ICP WeightsCode0
Paint and Distill: Boosting 3D Object Detection with Semantic Passing NetworkCode0
P2AT: Pyramid Pooling Axial Transformer for Real-time Semantic SegmentationCode0
Combining UPerNet and ConvNeXt for Contrails Identification to reduce Global WarmingCode0
PointSeg: Real-Time Semantic Segmentation Based on 3D LiDAR Point CloudCode0
Learning with Noisy Labels through Learnable Weighting and Centroid SimilarityCode0
HSDA: High-frequency Shuffle Data Augmentation for Bird's-Eye-View Map SegmentationCode0
HPERL: 3D Human Pose Estimation from RGB and LiDARCode0
How Private Is Your RL Policy? An Inverse RL Based Analysis FrameworkCode0
OWLed: Outlier-weighed Layerwise Pruning for Efficient Autonomous Driving FrameworkCode0
OVOSE: Open-Vocabulary Semantic Segmentation in Event-Based CamerasCode0
Adversarial shape perturbations on 3D point cloudsCode0
HopTrack: A Real-time Multi-Object Tracking System for Embedded DevicesCode0
DistFormer: Enhancing Local and Global Features for Monocular Per-Object Distance EstimationCode0
Master's Thesis: Out-of-distribution Detection with Energy-based ModelsCode0
Out-of-Distribution Detection Using an Ensemble of Self Supervised Leave-out ClassifiersCode0
Dirty Pixels: Towards End-to-End Image Processing and PerceptionCode0
Orientation-aware Semantic Segmentation on Icosahedron SpheresCode0
Open-set Recognition based on the Combination of Deep Learning and Ensemble Method for Detecting Unknown Traffic ScenariosCode0
Opendenselane: A Dense Lidar-Based Dataset for HD Map ConstructionCode0
CoMamba: Real-time Cooperative Perception Unlocked with State Space ModelsCode0
H_ Model-free Reinforcement Learning with Robust Stability GuaranteeCode0
Collision Avoidance Metric for 3D Camera EvaluationCode0
Adversarial Mixture Density Networks: Learning to Drive Safely from Collision DataCode0
Adversarial Manhole: Challenging Monocular Depth Estimation and Semantic Segmentation Models with Patch AttackCode0
Targeted Attack on Deep RL-based Autonomous Driving with Learned Visual PatternsCode0
HiLO: High-Level Object Fusion for Autonomous Driving using TransformersCode0
WildRefer: 3D Object Localization in Large-scale Dynamic Scenes with Multi-modal Visual Data and Natural LanguageCode0
seg_3D_by_PC2D: Multi-View Projection for Domain Generalization and Adaptation in 3D Semantic SegmentationCode0
High-Order Evolving Graphs for Enhanced Representation of Traffic DynamicsCode0
SegMap: Segment-based mapping and localization using data-driven descriptorsCode0
On the Road with 16 Neurons: Mental Imagery with Bio-inspired Deep Neural NetworksCode0
HierDAMap: Towards Universal Domain Adaptive BEV Mapping via Hierarchical Perspective PriorsCode0
Dimensionality of datasets in object detection networksCode0
PPO-Based Vehicle Control for Ramp Merging Scheme Assisted by Enhanced C-V2XCode0
On the Importance of Backbone to the Adversarial Robustness of Object DetectorsCode0
Segment-Anything Models Achieve Zero-shot Robustness in Autonomous DrivingCode0
ADM: Accelerated Diffusion Model via Estimated Priors for Robust Motion Prediction under UncertaintiesCode0
On the Fly Neural Style Smoothing for Risk-Averse Domain GeneralizationCode0
Segmenting the FutureCode0
On the Black-box Explainability of Object Detection Models for Safe and Trustworthy Industrial ApplicationsCode0
CollaFuse: Navigating Limited Resources and Privacy in Collaborative Generative AICode0
Hierarchical Deep Stereo Matching on High-resolution ImagesCode0
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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