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 52015225 of 6092 papers

TitleStatusHype
Unstructured Road Vanishing Point Detection Using the Convolutional Neural Network and Heatmap Regression0
Are We Hungry for 3D LiDAR Data for Semantic Segmentation? A Survey and Experimental Study0
Text Detection and Recognition in the Wild: A ReviewCode0
SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds0
Explaining Autonomous Driving by Learning End-to-End Visual Attention0
Causality and Batch Reinforcement Learning: Complementary Approaches To Planning In Unknown Domains0
Resolving Class Imbalance in Object Detection with Weighted Cross Entropy Losses0
Federated Learning in Vehicular Networks0
3D Part Guided Image Editing for Fine-Grained Object UnderstandingCode1
Joint 3D Instance Segmentation and Object Detection for Autonomous Driving0
A Survey on Deep Learning Techniques for Stereo-based Depth Estimation0
"Looking at the Right Stuff" - Guided Semantic-Gaze for Autonomous Driving0
SpSequenceNet: Semantic Segmentation Network on 4D Point Clouds0
Exploring Data Aggregation in Policy Learning for Vision-Based Urban Autonomous DrivingCode1
Structure Aware Single-Stage 3D Object Detection From Point CloudCode1
Single-Shot Monocular RGB-D Imaging Using Uneven Double Refraction0
IDA-3D: Instance-Depth-Aware 3D Object Detection From Stereo Vision for Autonomous DrivingCode1
Learning Rank-1 Diffractive Optics for Single-Shot High Dynamic Range Imaging0
PandaNet: Anchor-Based Single-Shot Multi-Person 3D Pose Estimation0
Boosting the Transferability of Adversarial Samples via Attention0
Exploring Thermal Images for Object Detection in Underexposure Regions for Autonomous Driving0
Automatic Building and Labeling of HD Maps with Deep Learning0
A Survey on 3D LiDAR Localization for Autonomous Vehicles0
Reducing DNN Labelling Cost using Surprise Adequacy: An Industrial Case Study for Autonomous Driving0
Probabilistic Object Classification using CNN ML-MAP layers0
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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