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 38013825 of 6092 papers

TitleStatusHype
Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing0
UrbanLoco: A Full Sensor Suite Dataset for Mapping and Localization in Urban Scenes0
Urban-StyleGAN: Learning to Generate and Manipulate Images of Urban Scenes0
USAM-Net: A U-Net-based Network for Improved Stereo Correspondence and Scene Depth Estimation using Features from a Pre-trained Image Segmentation network0
Using an ensemble color space model to tackle adversarial examples0
Using Collision Momentum in Deep Reinforcement Learning Based Adversarial Pedestrian Modeling0
Using Convolutional Neural Networks for Determining Reticulocyte Percentage in Cats0
Using Cooperative Co-evolutionary Search to Generate Metamorphic Test Cases for Autonomous Driving Systems0
Using Diffusion Ensembles to Estimate Uncertainty for End-to-End Autonomous Driving0
Using DP Towards A Shortest Path Problem-Related Application0
Using Experience Classification for Training Non-Markovian Tasks0
Using Image Priors to Improve Scene Understanding0
Using Knowledge Awareness to improve Safety of Autonomous Driving0
USTC FLICAR: A Sensors Fusion Dataset of LiDAR-Inertial-Camera for Heavy-duty Autonomous Aerial Work Robots0
UST: Unifying Spatio-Temporal Context for Trajectory Prediction in Autonomous Driving0
USVTrack: USV-Based 4D Radar-Camera Tracking Dataset for Autonomous Driving in Inland Waterways0
Utilizing Eye Gaze to Enhance the Generalization of Imitation Networks to Unseen Environments0
V2V-LLM: Vehicle-to-Vehicle Cooperative Autonomous Driving with Multi-Modal Large Language Models0
V2X-Boosted Federated Learning for Cooperative Intelligent Transportation Systems with Contextual Client Selection0
V2X Cooperative Perception for Autonomous Driving: Recent Advances and Challenges0
V2X-DG: Domain Generalization for Vehicle-to-Everything Cooperative Perception0
V2X-Lead: LiDAR-based End-to-End Autonomous Driving with Vehicle-to-Everything Communication Integration0
V2X-Radar: A Multi-modal Dataset with 4D Radar for Cooperative Perception0
V2X-REALM: Vision-Language Model-Based Robust End-to-End Cooperative Autonomous Driving with Adaptive Long-Tail Modeling0
V2X-Sim: Multi-Agent Collaborative Perception Dataset and Benchmark for Autonomous Driving0
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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