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 59265950 of 6092 papers

TitleStatusHype
Latent Space Regularization for Unsupervised Domain Adaptation in Semantic SegmentationCode0
Latent Safety-Constrained Policy Approach for Safe Offline Reinforcement LearningCode0
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation ModelsCode0
Enhancing Pedestrian Trajectory Prediction with Crowd Trip InformationCode0
Large-Scale Object Discovery and Detector Adaptation from Unlabeled VideoCode0
Enhancing Object Detection for Autonomous Driving by Optimizing Anchor Generation and Addressing Class ImbalanceCode0
A Language Agent for Autonomous DrivingCode0
Enhanced free space detection in multiple lanes based on single CNN with scene identificationCode0
Large-Scale Mixed-Traffic and Intersection Control using Multi-agent Reinforcement LearningCode0
3DeformRS: Certifying Spatial Deformations on Point CloudsCode0
Robust Multi-Modality Multi-Object TrackingCode0
Large Class Separation is not what you need for Relational Reasoning-based OOD DetectionCode0
Energy Consumption Analysis of pruned Semantic Segmentation Networks on an Embedded GPUCode0
BLVD: Building A Large-scale 5D Semantics Benchmark for Autonomous DrivingCode0
Robustness Enhancement of Object Detection in Advanced Driver Assistance Systems (ADAS)Code0
Cost-Sensitive Uncertainty-Based Failure Recognition for Object DetectionCode0
Towards Full-scene Domain Generalization in Multi-agent Collaborative Bird's Eye View Segmentation for Connected and Autonomous DrivingCode0
BlitzNet: A Real-Time Deep Network for Scene UnderstandingCode0
Cosine meets Softmax: A tough-to-beat baseline for visual groundingCode0
Attacking Vision-based Perception in End-to-End Autonomous Driving ModelsCode0
End-to-end Multi-Modal Multi-Task Vehicle Control for Self-Driving Cars with Visual PerceptionCode0
Language-Driven Active Learning for Diverse Open-Set 3D Object DetectionCode0
LaneNet: Real-Time Lane Detection Networks for Autonomous DrivingCode0
Towards human-compatible autonomous car: A study of non-verbal Turing test in automated driving with affective transition modellingCode0
Black-Box Testing of Deep Neural Networks Through Test Case DiversityCode0
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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