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 44264450 of 6092 papers

TitleStatusHype
Differentiable Control Barrier Functions for Vision-based End-to-End Autonomous Driving0
A Versatile Multi-View Framework for LiDAR-based 3D Object Detection with Guidance from Panoptic Segmentation0
Evaluating Object (mis)Detection from a Safety and Reliability Perspective: Discussion and MeasuresCode0
Spatio-Temporal Gating-Adjacency GCN for Human Motion Prediction0
LatentFormer: Multi-Agent Transformer-Based Interaction Modeling and Trajectory Prediction0
Intrinsically-Motivated Reinforcement Learning: A Brief Introduction0
Bilateral Deep Reinforcement Learning Approach for Better-than-human Car Following Model0
Improving Lidar-Based Semantic Segmentation of Top-View Grid Maps by Learning Features in Complementary Representations0
Continual BatchNorm Adaptation (CBNA) for Semantic SegmentationCode0
Physical Backdoor Attacks to Lane Detection Systems in Autonomous Driving0
Vision-based Large-scale 3D Semantic Mapping for Autonomous Driving Applications0
Semi-supervised Deep Learning for Image Classification with Distribution Mismatch: A Survey0
Adversarial samples for deep monocular 6D object pose estimationCode0
Understanding the Challenges When 3D Semantic Segmentation Faces Class Imbalanced and OOD Data0
"If you could see me through my eyes": Predicting Pedestrian Perception0
How Much Depth Information can Radar Contribute to a Depth Estimation Model?0
Context-Hierarchy Inverse Reinforcement Learning0
Attacks and Faults Injection in Self-Driving Agents on the Carla Simulator -- Experience Report0
Confidence Calibration for Object Detection and Segmentation0
Testing Deep Learning Models: A First Comparative Study of Multiple Testing Techniques0
Light Robust Monocular Depth Estimation For Outdoor Environment Via Monochrome And Color Camera Fusion0
On Monocular Depth Estimation and Uncertainty Quantification using Classification Approaches for Regression0
Path-Aware Graph Attention for HD Maps in Motion Prediction0
DL-SLOT: Dynamic Lidar SLAM and Object Tracking Based On Graph Optimization0
Enabling Efficient Deep Convolutional Neural Network-based Sensor Fusion 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