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 21512175 of 6092 papers

TitleStatusHype
Balancing Robustness and Efficiency in Embedded DNNs Through Activation Function Selection0
Diffusion-Based Generative Models for 3D Occupancy Prediction in Autonomous Driving0
Diffusion-based 3D Object Detection with Random Boxes0
Balancing Progress and Safety: A Novel Risk-Aware Objective for RL in Autonomous Driving0
Diffusion-Augmented Depth Prediction with Sparse Annotations0
DiffSSC: Semantic LiDAR Scan Completion using Denoising Diffusion Probabilistic Models0
DiffPrompter: Differentiable Implicit Visual Prompts for Semantic-Segmentation in Adverse Conditions0
Balancing Explainability-Accuracy of Complex Models0
Balanced Depth Completion between Dense Depth Inference and Sparse Range Measurements via KISS-GP0
Diff-Net: Image Feature Difference based High-Definition Map Change Detection for Autonomous Driving0
DiffMap: Enhancing Map Segmentation with Map Prior Using Diffusion Model0
Bait and Switch: Online Training Data Poisoning of Autonomous Driving Systems0
DiffLO: Semantic-Aware LiDAR Odometry with Diffusion-Based Refinement0
A Low-Cost Lane-Following Algorithm for Cyber-Physical Robots0
2nd Place Solution for Waymo Open Dataset Challenge -- 2D Object Detection0
Differential Transformer-driven 6G Physical Layer for Collaborative Perception Enhancement0
Differentially Private and Fair Classification via Calibrated Functional Mechanism0
A Low-cost and Ultra-lightweight Binary Neural Network for Traffic Signal Recognition0
Differentiable Control Barrier Functions for Vision-based End-to-End Autonomous Driving0
BAEFormer: Bi-Directional and Early Interaction Transformers for Bird's Eye View Semantic Segmentation0
Action-based Contrastive Learning for Trajectory Prediction0
Large Scale Joint Semantic Re-Localisation and Scene Understanding via Globally Unique Instance Coordinate Regression0
DiffAD: A Unified Diffusion Modeling Approach for Autonomous Driving0
BadODD: Bangladeshi Autonomous Driving Object Detection Dataset0
DICE: Diverse Diffusion Model with Scoring for 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