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 33513400 of 6092 papers

TitleStatusHype
Street-View Image Generation from a Bird's-Eye View LayoutCode1
ShadowNav: Crater-Based Localization for Nighttime and Permanently Shadowed Region Lunar Navigation0
InstaGraM: Instance-level Graph Modeling for Vectorized HD Map LearningCode0
Deep Planar Parallax for Monocular Depth Estimation0
Planning and Tracking Control of Full Drive-by-Wire Electric Vehicles in Unstructured Scenario0
CyberLoc: Towards Accurate Long-term Visual Localization0
Super Sparse 3D Object Detection0
Policy Pre-training for Autonomous Driving via Self-supervised Geometric ModelingCode1
Procedural Humans for Computer Vision0
Benchmarking the Robustness of LiDAR Semantic Segmentation ModelsCode2
Parametric Depth Based Feature Representation Learning for Object Detection and Segmentation in Bird's-Eye ViewCode1
INT2: Interactive Trajectory Prediction at IntersectionsCode1
ProtoTransfer: Cross-Modal Prototype Transfer for Point Cloud Segmentation0
EfficientViT: Lightweight Multi-Scale Attention for High-Resolution Dense Prediction0
IHNet: Iterative Hierarchical Network Guided by High-Resolution Estimated Information for Scene Flow EstimationCode0
Plausible Uncertainties for Human Pose Regression0
MetaBEV: Solving Sensor Failures for 3D Detection and Map Segmentation0
Towards Universal LiDAR-Based 3D Object Detection by Multi-Domain Knowledge Transfer0
Learning Human Dynamics in Autonomous Driving Scenarios0
TransIFF: An Instance-Level Feature Fusion Framework for Vehicle-Infrastructure Cooperative 3D Detection with Transformers0
FocalFormer3D: Focusing on Hard Instance for 3D Object DetectionCode2
Graphics2RAW: Mapping Computer Graphics Images to Sensor RAW Images0
Dionysus: Recovering Scene Structures by Dividing Into Semantic Pieces0
Single Domain Generalization for LiDAR Semantic SegmentationCode1
Pruning Parameterization With Bi-Level Optimization for Efficient Semantic Segmentation on the Edge0
Azimuth Super-Resolution for FMCW Radar in Autonomous DrivingCode1
SlowLiDAR: Increasing the Latency of LiDAR-Based Detection Using Adversarial ExamplesCode1
Temporal Consistent 3D LiDAR Representation Learning for Semantic Perception in Autonomous DrivingCode1
BEV-LaneDet: An Efficient 3D Lane Detection Based on Virtual Camera via Key-PointsCode0
Weakly Supervised Class-Agnostic Motion Prediction for Autonomous Driving0
Deep Depth Estimation From Thermal ImageCode0
BAEFormer: Bi-Directional and Early Interaction Transformers for Bird's Eye View Semantic Segmentation0
Query-Centric Trajectory PredictionCode2
Toward RAW Object Detection: A New Benchmark and a New Model0
BEV-Guided Multi-Modality Fusion for Driving Perception0
TIPI: Test Time Adaptation With Transformation InvarianceCode1
Benchmarking Robustness of 3D Object Detection to Common CorruptionsCode1
BEV@DC: Bird's-Eye View Assisted Training for Depth Completion0
Unsupervised 3D Point Cloud Representation Learning by Triangle Constrained Contrast for Autonomous Driving0
Localized Semantic Feature Mixers for Efficient Pedestrian Detection in Autonomous Driving0
On the Difficulty of Unpaired Infrared-to-Visible Video Translation: Fine-Grained Content-Rich Patches Transfer0
Detachable Novel Views Synthesis of Dynamic Scenes Using Distribution-Driven Neural Radiance FieldsCode1
4Seasons: Benchmarking Visual SLAM and Long-Term Localization for Autonomous Driving in Challenging Conditions0
New Challenges in Reinforcement Learning: A Survey of Security and Privacy0
Autonomous Driving Simulator based on Neurorobotics Platform0
A Benchmark Generator for Combinatorial Testing0
On Transforming Reinforcement Learning by Transformer: The Development Trajectory0
PanDepth: Joint Panoptic Segmentation and Depth CompletionCode1
Quality at the Tail of Machine Learning Inference0
A Novel Method for Lane-change Maneuver in Urban Driving Using Predictive Markov Decision Process0
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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