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 36263650 of 6092 papers

TitleStatusHype
Towards Explainable, Safe Autonomous Driving with Language Embeddings for Novelty Identification and Active Learning: Framework and Experimental Analysis with Real-World Data Sets0
Towards exploring adversarial learning for anomaly detection in complex driving scenes0
Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices0
Towards Generalized and Incremental Few-Shot Object Detection0
Enhancing Accuracy and Robustness of Steering Angle Prediction with Attention Mechanism0
Towards Human-Like Driving: Active Inference in Autonomous Vehicle Control0
Towards Human-Like Trajectory Prediction for Autonomous Driving: A Behavior-Centric Approach0
Towards Improving Robustness Against Common Corruptions in Object Detectors Using Adversarial Contrastive Learning0
Towards Incorporating Contextual Knowledge into the Prediction of Driving Behavior0
Towards Latency-Aware 3D Streaming Perception for Autonomous Driving0
Towards learning-based planning:The nuPlan benchmark for real-world autonomous driving0
Towards Live 3D Reconstruction from Wearable Video: An Evaluation of V-SLAM, NeRF, and Videogrammetry Techniques0
Towards Map-Based Validation of Semantic Segmentation Masks0
Towards Model Generalization for Monocular 3D Object Detection0
Towards Multimodal Multitask Scene Understanding Models for Indoor Mobile Agents0
Object Re-Identification from Point Clouds0
Towards Optimal Strategies for Training Self-Driving Perception Models in Simulation0
Towards Panoptic 3D Parsing for Single Image in the Wild0
Towards Real Time Egocentric Segment Captioning for The Blind and Visually Impaired in RGB-D Theatre Images0
Towards Robust 3D Object Detection In Rainy Conditions0
Towards Robust LiDAR-based Perception in Autonomous Driving: General Black-box Adversarial Sensor Attack and Countermeasures0
Towards Robust On-Ramp Merging via Augmented Multimodal Reinforcement Learning0
Towards Robust Physical-world Backdoor Attacks on Lane Detection0
Adversarial Robustness of Deep Sensor Fusion Models0
Towards Robust Training Datasets for Machine Learning with Ontologies: A Case Study for Emergency Road Vehicle Detection0
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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