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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 576–600 of 6092 papers

TitleStatusHype
MambaST: A Plug-and-Play Cross-Spectral Spatial-Temporal Fuser for Efficient Pedestrian DetectionCode1
RoCo:Robust Collaborative Perception By Iterative Object Matching and Pose AdjustmentCode1
Collision Probability Distribution Estimation via Temporal Difference LearningCode1
PP-TIL: Personalized Planning for Autonomous Driving with Instance-based Transfer Imitation LearningCode1
StreamMOS: Streaming Moving Object Segmentation with Multi-View Perception and Dual-Span MemoryCode1
DriveDiTFit: Fine-tuning Diffusion Transformers for Autonomous DrivingCode1
PG-Attack: A Precision-Guided Adversarial Attack Framework Against Vision Foundation Models for Autonomous DrivingCode1
Continuity Preserving Online CenterLine Graph LearningCode1
Gated Temporal Diffusion for Stochastic Long-Term Dense AnticipationCode1
RepVF: A Unified Vector Fields Representation for Multi-task 3D PerceptionCode1
A Unified Probabilistic Approach to Traffic Conflict DetectionCode1
FSD-BEV: Foreground Self-Distillation for Multi-view 3D Object DetectionCode1
RAPiD-Seg: Range-Aware Pointwise Distance Distribution Networks for 3D LiDAR SegmentationCode1
ScaleFlow++: Robust and Accurate Estimation of 3D Motion from VideoCode1
IFTR: An Instance-Level Fusion Transformer for Visual Collaborative PerceptionCode1
Joint Optimization of Age of Information and Energy Consumption in NR-V2X System based on Deep Reinforcement LearningCode1
RoBus: A Multimodal Dataset for Controllable Road Networks and Building Layouts GenerationCode1
Flow4D: Leveraging 4D Voxel Network for LiDAR Scene Flow EstimationCode1
SCIPaD: Incorporating Spatial Clues into Unsupervised Pose-Depth Joint LearningCode1
JDT3D: Addressing the Gaps in LiDAR-Based Tracking-by-AttentionCode1
StreamLTS: Query-based Temporal-Spatial LiDAR Fusion for Cooperative Object DetectionCode1
Uni-DVPS: Unified Model for Depth-Aware Video Panoptic SegmentationCode1
CaFNet: A Confidence-Driven Framework for Radar Camera Depth EstimationCode1
Enhancing Dropout-based Bayesian Neural Networks with Multi-Exit on FPGACode1
Reparameterizable Dual-Resolution Network for Real-time Semantic SegmentationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ReasonNetDriving Score79.95—Unverified
2InterFuserDriving Score76.18—Unverified
3TCPDriving Score75.14—Unverified
4TF++ WPDriving Score66.32—Unverified
5Learning From All Vehicles (LAV)Driving Score61.85—Unverified
6TransFuserDriving Score61.18—Unverified
7TransFuser (Reproduced)Driving Score55.04—Unverified
8TCP (Reproduced)Driving Score47.91—Unverified
9Latent TransFuserDriving Score45.2—Unverified
10GRIADDriving Score36.79—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC69.17—Unverified
2TransFuserRC56.36—Unverified
#ModelMetricClaimedVerifiedStatus
1Geometric FusionRC86.91—Unverified
2TransFuserRC78.41—Unverified