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 57015725 of 6092 papers

TitleStatusHype
Deep AutoEncoder-based Lossy Geometry Compression for Point Clouds0
Exploring the Limitations of Behavior Cloning for Autonomous DrivingCode0
Efficient Motion Planning for Automated Lane Change based on Imitation Learning and Mixed-Integer OptimizationCode0
Gaze Training by Modulated Dropout Improves Imitation Learning0
Downhole Track Detection via Multiscale Conditional Generative Adversarial Nets0
Complexer-YOLO: Real-Time 3D Object Detection and Tracking on Semantic Point Clouds0
Long-Term Human Video Generation of Multiple Futures Using Poses0
MultiNet++: Multi-Stream Feature Aggregation and Geometric Loss Strategy for Multi-Task Learning0
Reinforcement Learning with Probabilistic Guarantees for Autonomous Driving0
YUVMultiNet: Real-time YUV multi-task CNN for autonomous driving0
Energy-Based Continuous Inverse Optimal Control0
DSNet: An Efficient CNN for Road Scene Segmentation0
Towards Analyzing Semantic Robustness of Deep Neural NetworksCode0
Software and application patterns for explanation methodsCode0
Multi-Agent Tensor Fusion for Contextual Trajectory PredictionCode0
Gaussian YOLOv3: An Accurate and Fast Object Detector Using Localization Uncertainty for Autonomous DrivingCode0
Unsupervised Domain Adaptation for Multispectral Pedestrian Detection0
The Fishyscapes Benchmark: Measuring Blind Spots in Semantic SegmentationCode0
Learning to Adapt for StereoCode0
Finding and Visualizing Weaknesses of Deep Reinforcement Learning Agents0
Road Scene Understanding by Occupancy Grid Learning from Sparse Radar Clusters using Semantic SegmentationCode0
Lane Change Decision-making through Deep Reinforcement Learning with Rule-based Constraints0
Inertial Sensor Aided mmWave Beam Tracking to Support Cooperative Autonomous Driving0
Learning 2D to 3D Lifting for Object Detection in 3D for Autonomous Vehicles0
Accurate Monocular Object Detection via Color-Embedded 3D Reconstruction for Autonomous Driving0
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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