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 47014725 of 6092 papers

TitleStatusHype
SMAC-Seg: LiDAR Panoptic Segmentation via Sparse Multi-directional Attention Clustering0
Quantized Convolutional Neural Networks Through the Lens of Partial Differential Equations0
Integrated Decision and Control at Multi-Lane Intersections with Mixed Traffic Flow0
RPR-Net: A Point Cloud-based Rotation-aware Large Scale Place Recognition Network0
A Pedestrian Detection and Tracking Framework for Autonomous Cars: Efficient Fusion of Camera and LiDAR Data0
WAD: A Deep Reinforcement Learning Agent for Urban Autonomous Driving0
A Comparison of Deep Saliency Map Generators on Multispectral Data in Object Detection0
Graph Laplacian Diffusion Localization of Connected and Automated Vehicles0
A Benchmark for Spray from Nearby Cutting Vehicles0
Embodied AI-Driven Operation of Smart Cities: A Concise Review0
L3C-Stereo: Lossless Compression for Stereo Images0
Geo-Context Aware Study of Vision-Based Autonomous Driving Models and Spatial Video Data0
AutoLay: Benchmarking amodal layout estimation for autonomous driving0
An Independent Study of Reinforcement Learning and Autonomous Driving0
Retrieval and Localization with Observation Constraints0
Calibration Method of the Monocular Omnidirectional Stereo Camera0
LOKI: Long Term and Key Intentions for Trajectory Prediction0
An Evaluation of RGB and LiDAR Fusion for Semantic Segmentation0
LIF-Seg: LiDAR and Camera Image Fusion for 3D LiDAR Semantic Segmentation0
SPG: Unsupervised Domain Adaptation for 3D Object Detection via Semantic Point Generation0
Detecting OODs as datapoints with High Uncertainty0
Robustness testing of AI systems: A case study for traffic sign recognition0
Decoder Fusion RNN: Context and Interaction Aware Decoders for Trajectory Prediction0
Reimagining an autonomous vehicle0
Capture Uncertainties in Deep Neural Networks for Safe Operation of Autonomous Driving Vehicles0
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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