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 60016050 of 6092 papers

TitleStatusHype
Learning Ordinality in Semantic Segmentation0
Learning Pedestrian Actions to Ensure Safe Autonomous Driving0
Learning Personalized Discretionary Lane-Change Initiation for Fully Autonomous Driving Based on Reinforcement Learning0
Learning predictive representations in autonomous driving to improve deep reinforcement learning0
Learning Progressive Point Embeddings for 3D Point Cloud Generation0
Effects of Multimodal Explanations for Autonomous Driving on Driving Performance, Cognitive Load, Expertise, Confidence, and Trust0
Learning Rank-1 Diffractive Optics for Single-Shot High Dynamic Range Imaging0
Learning Representation for Anomaly Detection of Vehicle Trajectories0
Learning Residual Model of Model Predictive Control via Random Forests for Autonomous Driving0
Learning Resilient Behaviors for Navigation Under Uncertainty0
Learning responsibility allocations for multi-agent interactions: A differentiable optimization approach with control barrier functions0
Learning Rewards to Optimize Global Performance Metrics in Deep Reinforcement Learning0
A Game-Theoretic Framework for Managing Risk in Multi-Agent Systems0
Learning Sampling Dictionaries for Efficient and Generalizable Robot Motion Planning with Transformers0
Learning Spatial and Temporal Variations for 4D Point Cloud Segmentation0
Learning Stability Attention in Vision-based End-to-end Driving Policies0
Learning Stixel-based Instance Segmentation0
Learning Super-resolved Depth from Active Gated Imaging0
Learning Temporal 3D Semantic Scene Completion via Optical Flow Guidance0
Learning Temporal Cues by Predicting Objects Move for Multi-camera 3D Object Detection0
Learning Terrain-Aware Kinodynamic Model for Autonomous Off-Road Rally Driving With Model Predictive Path Integral Control0
Learning to Anticipate Egocentric Actions by Imagination0
Learning to Collide: An Adaptive Safety-Critical Scenarios Generating Method0
Realistic Large-Scale Fine-Depth Dehazing Dataset from 3D Videos0
Learning to Drive Anywhere0
Learning to Drive by Imitating Surrounding Vehicles0
Learning to Drive by Observing the Best and Synthesizing the Worst0
Learning to Drive using Inverse Reinforcement Learning and Deep Q-Networks0
Learning to Drive Using Sparse Imitation Reinforcement Learning0
Learning to falsify automated driving vehicles with prior knowledge0
Learning to Influence Human Behavior with Offline Reinforcement Learning0
Learning to Model Diverse Driving Behaviors in Highly Interactive Autonomous Driving Scenarios with Multi-Agent Reinforcement Learning0
Learning to Optimize Autonomy in Competence-Aware Systems0
Learning to Predict Vehicle Trajectories with Model-based Planning0
Learning to Rank for Active Learning: A Listwise Approach0
Learning to Robustly Negotiate Bi-Directional Lane Usage in High-Conflict Driving Scenarios0
Learning to Switch Among Agents in a Team via 2-Layer Markov Decision Processes0
Learning to Track: Online Multi-Object Tracking by Decision Making0
Energy-Based Continuous Inverse Optimal Control0
Learning Uncertainty For Safety-Oriented Semantic Segmentation In Autonomous Driving0
Copilot4D: Learning Unsupervised World Models for Autonomous Driving via Discrete Diffusion0
Learning with Chemical versus Electrical Synapses -- Does it Make a Difference?0
Learning without Knowing: Unobserved Context in Continuous Transfer Reinforcement Learning0
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains0
Learn-to-Race Challenge 2022: Benchmarking Safe Learning and Cross-domain Generalisation in Autonomous Racing0
LEGO-Motion: Learning-Enhanced Grids with Occupancy Instance Modeling for Class-Agnostic Motion Prediction0
LENVIZ: A High-Resolution Low-Exposure Night Vision Benchmark Dataset0
Training Data Subset Search with Ensemble Active Learning0
Less is More: A Stealthy and Efficient Adversarial Attack Method for DRL-based Autonomous Driving Policies0
Less is More: Efficient Brain-Inspired Learning for Autonomous Driving Trajectory Prediction0
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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