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 56765700 of 6092 papers

TitleStatusHype
A Methodological Review of Visual Road Recognition Procedures for Autonomous Driving Applications0
A Joint Convolutional Neural Networks and Context Transfer for Street Scenes Labeling0
Better the Devil you Know: An Analysis of Evasion Attacks using Out-of-Distribution Adversarial Examples0
Embedding Structured Contour and Location Prior in Siamesed Fully Convolutional Networks for Road Detection0
WoodScape: A multi-task, multi-camera fisheye dataset for autonomous drivingCode0
Deep Multi-Sensor Lane Detection0
SoilingNet: Soiling Detection on Automotive Surround-View Cameras0
Agnostic Lane Detection0
Enhanced free space detection in multiple lanes based on single CNN with scene identificationCode0
Precise Synthetic Image and LiDAR (PreSIL) Dataset for Autonomous Vehicle PerceptionCode1
Unsupervised Temperature Scaling: An Unsupervised Post-Processing Calibration Method of Deep Networks0
RRPN: Radar Region Proposal Network for Object Detection in Autonomous VehiclesCode0
Learning to Drive by Observing the Best and Synthesizing the Worst0
Dynamic Environment Prediction in Urban Scenes using Recurrent Representation LearningCode1
Self Training Autonomous Driving Agent0
MSDC-Net: Multi-Scale Dense and Contextual Networks for Automated Disparity Map for Stereo Matching0
Pedestrian Collision Avoidance System for Scenarios with OcclusionsCode0
Multi-scale Cross-form Pyramid Network for Stereo Matching0
How You Act Tells a Lot: Privacy-Leakage Attack on Deep Reinforcement Learning0
Segmenting the FutureCode0
Driving Decision and Control for Autonomous Lane Change based on Deep Reinforcement Learning0
Baconian: A Unified Open-source Framework for Model-Based Reinforcement LearningCode0
DirectShape: Direct Photometric Alignment of Shape Priors for Visual Vehicle Pose and Shape Estimation0
Model-free Deep Reinforcement Learning for Urban Autonomous DrivingCode1
Simple yet efficient real-time pose-based action recognitionCode0
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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