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 46514675 of 6092 papers

TitleStatusHype
Unsupervised 3D Perception with 2D Vision-Language Distillation for Autonomous Driving0
Unsupervised 3D Point Cloud Representation Learning by Triangle Constrained Contrast for Autonomous Driving0
Unsupervised Domain Adaptation for Multispectral Pedestrian Detection0
Unsupervised Domain Adaptation for LiDAR Panoptic Segmentation0
Unsupervised Domain Adaptation for Monocular 3D Object Detection via Self-Training0
Unsupervised Domain Adaptation in Semantic Segmentation: a Review0
Unsupervised Learning of 3D Scene Flow with 3D Odometry Assistance0
Unsupervised Optical Flow Estimation with Dynamic Timing Representation for Spike Camera0
Unsupervised Temperature Scaling: An Unsupervised Post-Processing Calibration Method of Deep Networks0
Unsupervised Traffic Scene Generation with Synthetic 3D Scene Graphs0
Unsupervised Video Depth Estimation Based on Ego-motion and Disparity Consensus0
Unsupervised Visual Time-Series Representation Learning and Clustering0
Unveiling the Black Box: Independent Functional Module Evaluation for Bird's-Eye-View Perception Model0
Unveiling the Hidden: Online Vectorized HD Map Construction with Clip-Level Token Interaction and Propagation0
UpCycling: Semi-supervised 3D Object Detection without Sharing Raw-level Unlabeled Scenes0
Uplifting Range-View-based 3D Semantic Segmentation in Real-Time with Multi-Sensor Fusion0
Up-to-Down Network: Fusing Multi-Scale Context for 3D Semantic Scene Completion0
UrbanCAD: Towards Highly Controllable and Photorealistic 3D Vehicles for Urban Scene Simulation0
Urban Driving with Conditional Imitation Learning0
Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing0
UrbanLoco: A Full Sensor Suite Dataset for Mapping and Localization in Urban Scenes0
Urban-StyleGAN: Learning to Generate and Manipulate Images of Urban Scenes0
USAM-Net: A U-Net-based Network for Improved Stereo Correspondence and Scene Depth Estimation using Features from a Pre-trained Image Segmentation network0
Using an ensemble color space model to tackle adversarial examples0
Using Collision Momentum in Deep Reinforcement Learning Based Adversarial Pedestrian Modeling0
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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