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 55215530 of 6092 papers

TitleStatusHype
Online Distillation with Continual Learning for Cyclic Domain ShiftsCode0
PRED: Pre-training via Semantic Rendering on LiDAR Point CloudsCode0
Hardness-Aware Scene Synthesis for Semi-Supervised 3D Object DetectionCode0
Self-Supervised Bird's Eye View Motion Prediction with Cross-Modality SignalsCode0
Hard Cases Detection in Motion Prediction by Vision-Language Foundation ModelsCode0
Addressing Out-of-Label Hazard Detection in Dashcam Videos: Insights from the COOOL ChallengeCode0
T-CorresNet: Template Guided 3D Point Cloud Completion with Correspondence Pooling Query Generation StrategyCode0
Online Continual Learning via Multiple Deep Metric Learning and Uncertainty-guided Episodic Memory Replay -- 3rd Place Solution for ICCV 2021 Workshop SSLAD Track 3A Continual Object ClassificationCode0
Baconian: A Unified Open-source Framework for Model-Based Reinforcement LearningCode0
DILLEMA: Diffusion and Large Language Models for Multi-Modal AugmentationCode0
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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