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 57265750 of 6092 papers

TitleStatusHype
GS3D: An Efficient 3D Object Detection Framework for Autonomous Driving0
Veritatem Dies Aperit- Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding ApproachCode0
nuScenes: A multimodal dataset for autonomous drivingCode2
Failure-Scenario Maker for Rule-Based Agent using Multi-agent Adversarial Reinforcement Learning and its Application to Autonomous Driving0
LaserNet: An Efficient Probabilistic 3D Object Detector for Autonomous Driving0
Affordance Learning In Direct Perception for Autonomous Driving0
Robust Reinforcement Learning for Autonomous Driving0
GFD-SSD: Gated Fusion Double SSD for Multispectral Pedestrian Detection0
Real time backbone for semantic segmentation0
BLVD: Building A Large-scale 5D Semantics Benchmark for Autonomous DrivingCode0
SimpleDet: A Simple and Versatile Distributed Framework for Object Detection and Instance Recognition0
Simple Physical Adversarial Examples against End-to-End Autonomous Driving Models0
Exploring OpenStreetMap Availability for Driving Environment Understanding0
Group-wise Correlation Stereo NetworkCode1
Improved Robustness and Safety for Autonomous Vehicle Control with Adversarial Reinforcement Learning0
Using DP Towards A Shortest Path Problem-Related Application0
Revisiting the Evaluation of Uncertainty Estimation and Its Application to Explore Model Complexity-Uncertainty Trade-OffCode0
Selective Sensor Fusion for Neural Visual-Inertial Odometry0
An Adversarial Super-Resolution Remedy for Radar Design Trade-offs0
Budgeted Reinforcement Learning in Continuous State SpaceCode0
Online Vehicle Trajectory Prediction using Policy Anticipation Network and Optimization-based Context Reasoning0
Visual-based Autonomous Driving Deployment from a Stochastic and Uncertainty-aware PerspectiveCode0
Unsupervised Traffic Accident Detection in First-Person VideosCode1
Stereo R-CNN based 3D Object Detection for Autonomous DrivingCode0
Capsule Neural Network based Height Classification using Low-Cost Automotive Ultrasonic Sensors0
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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