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 55765600 of 6092 papers

TitleStatusHype
Bin-wise Temperature Scaling (BTS): Improvement in Confidence Calibration Performance through Simple Scaling Techniques0
Temporal Coherence for Active Learning in Videos0
DeepBbox: Accelerating Precise Ground Truth Generation for Autonomous Driving Datasets0
Texture Underfitting for Domain Adaptation0
Class-balanced Grouping and Sampling for Point Cloud 3D Object DetectionCode0
Generic Tracking and Probabilistic Prediction Framework and Its Application in Autonomous Driving0
Design Space of Behaviour Planning for Autonomous Driving0
Efficient Deep Neural Networks0
Cross-Enhancement Transform Two-Stream 3D ConvNets for Action Recognition0
How far should self-driving cars see? Effect of observation range on vehicle self-localization0
Fine-Grained Segmentation Networks: Self-Supervised Segmentation for Improved Long-Term Visual LocalizationCode0
Mono-SF: Multi-View Geometry Meets Single-View Depth for Monocular Scene Flow Estimation of Dynamic Traffic Scenes0
Adversarial shape perturbations on 3D point cloudsCode0
A Multimodal Vision Sensor for Autonomous Driving0
To complete or to estimate, that is the question: A Multi-Task Approach to Depth Completion and Monocular Depth Estimation0
Bypass Enhancement RGB Stream Model for Pedestrian Action Recognition of Autonomous Vehicles0
Benchmarking the Robustness of Semantic Segmentation Models0
Decision making in dynamic and interactive environments based on cognitive hierarchy theory, Bayesian inference, and predictive control0
Incremental Reinforcement Learning --- a New Continuous Reinforcement Learning Frame Based on Stochastic Differential Equation methods0
Learning Guided Convolutional Network for Depth CompletionCode0
Scalable Place Recognition Under Appearance Change for Autonomous Driving0
Video Stitching for Linear Camera Arrays0
Orientation-aware Semantic Segmentation on Icosahedron SpheresCode0
Single Level Feature-to-Feature Forecasting with Deformable Convolutions0
Object as Distribution0
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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