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 47914800 of 6092 papers

TitleStatusHype
Imitation Learning: Progress, Taxonomies and Challenges0
Lossless Point Cloud Attribute Compression with Normal-based Intra Prediction0
Uncertainty-Aware Model-Based Reinforcement Learning with Application to Autonomous Driving0
MEAL: Manifold Embedding-based Active Learning0
Spatio-Temporal Multi-Task Learning Transformer for Joint Moving Object Detection and Segmentation0
MODETR: Moving Object Detection with Transformers0
SODA10M: A Large-Scale 2D Self/Semi-Supervised Object Detection Dataset for Autonomous Driving0
RangeIoUDet: Range Image Based Real-Time 3D Object Detector Optimized by Intersection Over Union0
Learning Progressive Point Embeddings for 3D Point Cloud Generation0
Pedestrian and Ego-Vehicle Trajectory Prediction From Monocular Camera0
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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