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 32613270 of 6092 papers

TitleStatusHype
Revisiting Modality Imbalance In Multimodal Pedestrian Detection0
Attention Mechanism for Contrastive Learning in GAN-based Image-to-Image Translation0
Efficient Context Integration through Factorized Pyramidal Learning for Ultra-Lightweight Semantic Segmentation0
Transformer-Based Sensor Fusion for Autonomous Driving: A SurveyCode0
MVFusion: Multi-View 3D Object Detection with Semantic-aligned Radar and Camera Fusion0
Automotive RADAR sub-sampling via object detection networks: Leveraging prior signal information0
MonoPGC: Monocular 3D Object Detection with Pixel Geometry Contexts0
Evaluating the effect of data augmentation and BALD heuristics on distillation of Semantic-KITTI dataset0
Causal Explanations for Sequential Decision-Making in Multi-Agent SystemsCode0
Context-Aware Timewise VAEs for Real-Time Vehicle Trajectory PredictionCode1
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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