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 401–425 of 6092 papers

TitleStatusHype
MonoDETR: Depth-guided Transformer for Monocular 3D Object DetectionCode2
Real-time Object Detection for Streaming PerceptionCode2
TransFusion: Robust LiDAR-Camera Fusion for 3D Object Detection with TransformersCode2
Learning from All VehiclesCode2
PersFormer: 3D Lane Detection via Perspective Transformer and the OpenLane BenchmarkCode2
FUTR3D: A Unified Sensor Fusion Framework for 3D DetectionCode2
HybridNets: End-to-End Perception NetworkCode2
LiDAR-based 4D Panoptic Segmentation via Dynamic Shifting NetworkCode2
Beyond 3D Siamese Tracking: A Motion-Centric Paradigm for 3D Single Object Tracking in Point CloudsCode2
Unsupervised Point Cloud Representation Learning with Deep Neural Networks: A SurveyCode2
Autonomous Driving on Curvy Roads Without Reliance on Frenet Frame: A Cartesian-Based Trajectory Planning MethodCode2
Pedestrian Detection: Domain Generalization, CNNs, Transformers and BeyondCode2
HiVT: Hierarchical Vector Transformer for Multi-Agent Motion PredictionCode2
BEVDet: High-performance Multi-camera 3D Object Detection in Bird-Eye-ViewCode2
Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene ImagesCode2
2nd Place Solution for Waymo Open Dataset Challenge -- Real-time 2D Object DetectionCode2
2nd Place Solution for Waymo Open Dataset Challenge - Real-time 2D Object DetectionCode2
Multi-Modal Fusion Transformer for End-to-End Autonomous DrivingCode2
SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous DrivingCode2
Cityscapes 3D: Dataset and Benchmark for 9 DoF Vehicle DetectionCode2
Label Efficient Visual Abstractions for Autonomous DrivingCode2
LGSVL Simulator: A High Fidelity Simulator for Autonomous DrivingCode2
Scalability in Perception for Autonomous Driving: Waymo Open DatasetCode2
nuScenes: A multimodal dataset for autonomous drivingCode2
PointPillars: Fast Encoders for Object Detection from Point CloudsCode2
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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