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 14011425 of 6092 papers

TitleStatusHype
Aquatic Navigation: A Challenging Benchmark for Deep Reinforcement LearningCode1
Characterizing Driving Styles with Deep LearningCode1
DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place RecognitionCode1
Physical Attack on Monocular Depth Estimation with Optimal Adversarial PatchesCode1
Iterative Patch Selection for High-Resolution Image RecognitionCode1
JDT3D: Addressing the Gaps in LiDAR-Based Tracking-by-AttentionCode1
Domain Adaptation In Reinforcement Learning Via Latent Unified State RepresentationCode1
Detecting 32 Pedestrian Attributes for Autonomous VehiclesCode1
DeepReach: A Deep Learning Approach to High-Dimensional ReachabilityCode1
1st Place Solution for the 5th LSVOS Challenge: Video Instance SegmentationCode1
Delving into Localization Errors for Monocular 3D Object DetectionCode1
A Hybrid Sparse-Dense Monocular SLAM System for Autonomous DrivingCode1
Key Points Estimation and Point Instance Segmentation Approach for Lane DetectionCode1
KI-GAN: Knowledge-Informed Generative Adversarial Networks for Enhanced Multi-Vehicle Trajectory Forecasting at Signalized IntersectionsCode1
labelCloud: A Lightweight Domain-Independent Labeling Tool for 3D Object Detection in Point CloudsCode1
Deep Metric Learning for Open World Semantic SegmentationCode1
Label-efficient Semantic Scene Completion with Scribble AnnotationsCode1
All-weather Multi-Modality Image Fusion: Unified Framework and 100k BenchmarkCode1
Pishgu: Universal Path Prediction Network Architecture for Real-time Cyber-physical Edge SystemsCode1
PolarBEVDet: Exploring Polar Representation for Multi-View 3D Object Detection in Bird's-Eye-ViewCode1
Probabilistic 3D Multi-Object Cooperative Tracking for Autonomous Driving via Differentiable Multi-Sensor Kalman FilterCode1
Lane Change Classification and Prediction with Action Recognition NetworksCode1
RealEngine: Simulating Autonomous Driving in Realistic ContextCode1
Self-Improving Safety Performance of Reinforcement Learning Based Driving with Black-Box Verification AlgorithmsCode1
Topo-boundary: A Benchmark Dataset on Topological Road-boundary Detection Using Aerial Images for Autonomous DrivingCode1
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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