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 60016025 of 6092 papers

TitleStatusHype
Efficient Decentralized Deep Learning by Dynamic Model AveragingCode0
UniWorld: Autonomous Driving Pre-training via World ModelsCode0
Efficient Bayes Inference in Neural Networks through Adaptive Importance SamplingCode0
A Theoretical and Practical Framework for Evaluating Uncertainty Calibration in Object DetectionCode0
Efficient and Interpretable Traffic Destination Prediction using Explainable Boosting MachinesCode0
Edge-Enabled Collaborative Object Detection for Real-Time Multi-Vehicle PerceptionCode0
STRIDE: Street View-based Environmental Feature Detection and Pedestrian Collision PredictionCode0
Benchmarking the Robustness of Optical Flow Estimation to CorruptionsCode0
SADA: Semantic Adversarial Diagnostic Attacks for Autonomous ApplicationsCode0
Asymmetric Dual-Decoder U-Net for Joint Rain and Haze RemovalCode0
Towards Robust Unsupervised Attention Prediction in Autonomous DrivingCode0
InstaGraM: Instance-level Graph Modeling for Vectorized HD Map LearningCode0
InfraParis: A multi-modal and multi-task autonomous driving datasetCode0
ECAM: A Contrastive Learning Approach to Avoid Environmental Collision in Trajectory ForecastingCode0
Benchmarking Robustness of 3D Object Detection to Common Corruptions in Autonomous DrivingCode0
ECAFormer: Low-light Image Enhancement using Cross AttentionCode0
Dual Degradation Representation for Joint Deraining and Low-Light Enhancement in the DarkCode0
Safe and Non-Conservative Trajectory Planning for Autonomous Driving Handling Unanticipated Behaviors of Traffic ParticipantsCode0
StructVPR++: Distill Structural and Semantic Knowledge with Weighting Samples for Visual Place RecognitionCode0
QE-BEV: Query Evolution for Bird's Eye View Object Detection in Varied ContextsCode0
Continual BatchNorm Adaptation (CBNA) for Semantic SegmentationCode0
A General Framework for Uncertainty Estimation in Deep LearningCode0
A Survey on World Models Grounded in Acoustic Physical InformationCode0
Context-Aware Streaming Perception in Dynamic EnvironmentsCode0
Study on the Helpfulness of Explainable Artificial IntelligenceCode0
Show:102550
← PrevPage 241 of 244Next →

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