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 26512700 of 6092 papers

TitleStatusHype
CC-SGG: Corner Case Scenario Generation using Learned Scene Graphs0
Conditioning Latent-Space Clusters for Real-World Anomaly Classification0
Kinematics-aware Trajectory Generation and Prediction with Latent Stochastic Differential Modeling0
Deep Neighbor Layer Aggregation for Lightweight Self-Supervised Monocular Depth EstimationCode0
Intelligent machines work in unstructured environments by differential neuromorphic computing0
RMP: A Random Mask Pretrain Framework for Motion PredictionCode1
Multi-camera Bird's Eye View Perception for Autonomous Driving0
Adaptive Communications in Collaborative Perception with Domain Alignment for Autonomous Driving0
Pointing the Way: Refining Radar-Lidar Localization Using Learned ICP WeightsCode0
Robust Frame-to-Frame Camera Rotation Estimation in Crowded Scenes0
The Impact of Different Backbone Architecture on Autonomous Vehicle Dataset0
OccupancyDETR: Using DETR for Mixed Dense-sparse 3D Occupancy Prediction0
TFNet: Exploiting Temporal Cues for Fast and Accurate LiDAR Semantic Segmentation0
What Matters to Enhance Traffic Rule Compliance of Imitation Learning for End-to-End Autonomous Driving0
MTD: Multi-Timestep Detector for Delayed Streaming PerceptionCode0
DEFormer: DCT-driven Enhancement Transformer for Low-light Image and Dark Vision0
AmodalSynthDrive: A Synthetic Amodal Perception Dataset for Autonomous Driving0
Emergent Communication in Multi-Agent Reinforcement Learning for Future Wireless Networks0
The Moral Machine Experiment on Large Language ModelsCode1
SCP: Scene Completion Pre-training for 3D Object Detection0
Which Framework is Suitable for Online 3D Multi-Object Tracking for Autonomous Driving with Automotive 4D Imaging Radar?Code1
SHIFT3D: Synthesizing Hard Inputs For Tricking 3D Detectors0
EANet: Expert Attention Network for Online Trajectory Prediction0
Designs and Implementations in Neural Network-based Video Coding0
ReSimAD: Zero-Shot 3D Domain Transfer for Autonomous Driving with Source Reconstruction and Target SimulationCode2
Can you text what is happening? Integrating pre-trained language encoders into trajectory prediction models for autonomous driving0
HiLM-D: Towards High-Resolution Understanding in Multimodal Large Language Models for Autonomous Driving0
FusionFormer: A Multi-sensory Fusion in Bird's-Eye-View and Temporal Consistent Transformer for 3D Object Detection0
Reducing the False Positive Rate Using Bayesian Inference in Autonomous Driving Perception0
Timely Fusion of Surround Radar/Lidar for Object Detection in Autonomous Driving Systems0
Mask2Anomaly: Mask Transformer for Universal Open-set Segmentation0
Video Task Decathlon: Unifying Image and Video Tasks in Autonomous Driving0
Language Prompt for Autonomous DrivingCode1
PBP: Path-based Trajectory Prediction for Autonomous Driving0
InteractionNet: Joint Planning and Prediction for Autonomous Driving with TransformersCode1
Context-Aware 3D Object Localization from Single Calibrated Images: A Study of BasketballsCode1
FisheyePP4AV: A privacy-preserving method for autonomous vehicles on fisheye camera imagesCode0
Safe Neural Control for Non-Affine Control Systems with Differentiable Control Barrier Functions0
Enhancing 6-DoF Object Pose Estimation through Multiple Modality Fusion: A Hybrid CNN Architecture with Cross-Layer and Cross-Modal IntegrationCode1
Efficient Baselines for Motion Prediction in Autonomous DrivingCode1
Dense Object Grounding in 3D Scenes0
A Survey of Imitation Learning: Algorithms, Recent Developments, and Challenges0
BEVTrack: A Simple and Strong Baseline for 3D Single Object Tracking in Bird's-Eye ViewCode1
Diffusion-based 3D Object Detection with Random Boxes0
Traffic Light Recognition using Convolutional Neural Networks: A Survey0
Adv3D: Generating 3D Adversarial Examples for 3D Object Detection in Driving Scenarios with NeRF0
Snow Removal for LiDAR Point Clouds with Spatio-temporal Conditional Random FieldsCode0
TSTTC: A Large-Scale Dataset for Time-to-Contact Estimation in Driving ScenariosCode1
SQLdepth: Generalizable Self-Supervised Fine-Structured Monocular Depth EstimationCode1
A Theoretical and Practical Framework for Evaluating Uncertainty Calibration in Object DetectionCode0
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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