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 55265550 of 6092 papers

TitleStatusHype
A Hybrid Compact Neural Architecture for Visual Place RecognitionCode0
Depth Completion from Sparse LiDAR Data with Depth-Normal Constraints0
Federated Transfer Reinforcement Learning for Autonomous Driving0
ICPS-net: An End-to-End RGB-based Indoor Camera Positioning System using deep convolutional neural networks0
MultiPath: Multiple Probabilistic Anchor Trajectory Hypotheses for Behavior PredictionCode0
FuseMODNet: Real-Time Camera and LiDAR based Moving Object Detection for robust low-light Autonomous Driving0
Autonomous Driving using Safe Reinforcement Learning by Incorporating a Regret-based Human Lane-Changing Decision Model0
NADS-Net: A Nimble Architecture for Driver and Seat Belt Detection via Convolutional Neural Networks0
Organization of machine learning based product development as per ISO 26262 and ISO/PAS 214480
FisheyeDistanceNet: Self-Supervised Scale-Aware Distance Estimation using Monocular Fisheye Camera for Autonomous Driving0
Talk2Nav: Long-Range Vision-and-Language Navigation with Dual Attention and Spatial Memory0
Self-supervised learning for autonomous vehicles perception: A conciliation between analytical and learning methods0
Generating Semantic Adversarial Examples with Differentiable Rendering0
Using Image Priors to Improve Scene Understanding0
Global visual localization in LiDAR-maps through shared 2D-3D embedding space0
Attacking Vision-based Perception in End-to-End Autonomous Driving ModelsCode0
CamNet: Coarse-to-Fine Retrieval for Camera Re-Localization0
SkyScapes Fine-Grained Semantic Understanding of Aerial Scenes0
AdvIT: Adversarial Frames Identifier Based on Temporal Consistency in Videos0
Spatial Correspondence With Generative Adversarial Network: Learning Depth From Monocular Videos0
Joint Prediction for Kinematic Trajectories in Vehicle-Pedestrian-Mixed Scenes0
Fine-Grained Segmentation Networks: Self-Supervised Segmentation for Improved Long-Term Visual LocalizationCode0
Accurate Monocular 3D Object Detection via Color-Embedded 3D Reconstruction for Autonomous Driving0
Dynamic Interaction-Aware Scene Understanding for Reinforcement Learning in Autonomous Driving0
Enhancing Object Detection in Adverse Conditions using Thermal Imaging0
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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