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 21762200 of 6092 papers

TitleStatusHype
GVDepth: Zero-Shot Monocular Depth Estimation for Ground Vehicles based on Probabilistic Cue Fusion0
A Review on Multisensor Data Fusion for Wearable Health Monitoring0
Real-Time 3D Object Detection Using InnovizOne LiDAR and Low-Power Hailo-8 AI AcceleratorCode0
Backdooring Outlier Detection Methods: A Novel Attack Approach0
ACT-Bench: Towards Action Controllable World Models for Autonomous Driving0
Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images0
Reflective Teacher: Semi-Supervised Multimodal 3D Object Detection in Bird's-Eye-View via Uncertainty Measure0
Safe Adaptive Cruise Control Under Perception Uncertainty: A Deep Ensemble and Conformal Tube Model Predictive Control Approach0
UNCOVER: Unknown Class Object Detection for Autonomous Vehicles in Real-time0
Using Cooperative Co-evolutionary Search to Generate Metamorphic Test Cases for Autonomous Driving Systems0
YOLO-CCA: A Context-Based Approach for Traffic Sign DetectionCode0
Less is More: A Stealthy and Efficient Adversarial Attack Method for DRL-based Autonomous Driving Policies0
Evaluating Single Event Upsets in Deep Neural Networks for Semantic Segmentation: an embedded system perspectiveCode0
Lightweight Stochastic Video Prediction via Hybrid Warping0
Seeing Beyond Views: Multi-View Driving Scene Video Generation with Holistic Attention0
Designing DNNs for a trade-off between robustness and processing performance in embedded devices0
Streaming Detection of Queried Event StartCode0
FreeSim: Toward Free-viewpoint Camera Simulation in Driving Scenes0
Data Fusion of Semantic and Depth Information in the Context of Object Detection0
Advancing Auto-Regressive Continuation for Video Frames0
Who Walks With You Matters: Perceiving Social Interactions with Groups for Pedestrian Trajectory Prediction0
Synergistic Development of Perovskite Memristors and Algorithms for Robust Analog Computing0
Can't Slow me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices0
Generating Critical Scenarios for Testing Automated Driving Systems0
Gaussian Splatting Under Attack: Investigating Adversarial Noise in 3D ObjectsCode0
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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