SOTAVerified

Dataset Generation

The task involves enhancing the training of target application (e.g. autonomous driving systems) by generating datasets of diverse and critical elements (e.g. traffic scenarios). Traditional methods rely on expensive and limited datasets, which often fail to capture rare but essential situations that can pose risks during testing.

Papers

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Showing 201–225 of 308 papers

TitleStatusHype
One-Shot Federated Learning with Classifier-Free Diffusion Models—0
On the Elements of Datasets for Cyber Physical Systems Security—0
On the Inherent Privacy Properties of Discrete Denoising Diffusion Models—0
Automatic UAV-based Airport Pavement Inspection Using Mixed Real and Virtual Scenarios—0
Training dataset generation for bridge game registration—0
Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection—0
Automatic dataset generation for specific object detection—0
Automatic Dataset Generation for Knowledge Intensive Question Answering Tasks—0
TrainSim: A Railway Simulation Framework for LiDAR and Camera Dataset Generation—0
Transfer learning for self-supervised, blind-spot seismic denoising—0
Automated dataset generation for image recognition using the example of taxonomy—0
AutoHall: Automated Hallucination Dataset Generation for Large Language Models—0
Prompts as Auto-Optimized Training Hyperparameters: Training Best-in-Class IR Models from Scratch with 10 Gold Labels—0
Pseudo Dataset Generation for Out-of-Domain Multi-Camera View Recommendation—0
A systematic dataset generation technique applied to data-driven automotive aerodynamics—0
Radar Artifact Labeling Framework (RALF): Method for Plausible Radar Detections in Datasets—0
RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture—0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution—0
A Seed-Augment-Train Framework for Universal Digit Classification—0
Realistic Surgical Image Dataset Generation Based On 3D Gaussian Splatting—0
Real-time object detection and robotic manipulation for agriculture using a YOLO-based learning approach—0
Artificial Neural Network for Resource Allocation in Laser-based Optical wireless Networks—0
Reasoning Inconsistencies and How to Mitigate Them in Deep Learning—0
Reconstruction-based Pairwise Depth Dataset for Depth Image Enhancement Using CNN—0
WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval—0
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