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

Showing 201225 of 308 papers

TitleStatusHype
RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture0
Automatic UAV-based Airport Pavement Inspection Using Mixed Real and Virtual Scenarios0
Model-Driven Dataset Generation for Data-Driven Battery SOH Models0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution0
FlowDA: Unsupervised Domain Adaptive Framework for Optical Flow Estimation0
Fast and Knowledge-Free Deep Learning for General Game Playing (Student Abstract)0
Pipeline and Dataset Generation for Automated Fact-checking in Almost Any LanguageCode0
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey0
A Probabilistic Neural Twin for Treatment Planning in Peripheral Pulmonary Artery Stenosis0
Learning to Compute Gröbner BasesCode0
Masked Face Dataset Generation and Masked Face RecognitionCode0
Diffusion Models for Earth Observation Use-cases: from cloud removal to urban change detection0
Dialogizer: Context-aware Conversational-QA Dataset Generation from Textual Sources0
A Data Perspective on Enhanced Identity Preservation for Diffusion Personalization0
On the Inherent Privacy Properties of Discrete Denoising Diffusion Models0
Location-Aware Visual Question Generation with Lightweight ModelsCode0
AutoHall: Automated Hallucination Dataset Generation for Large Language Models0
Dataset Generation and Bonobo Classification from Weakly Labelled VideosCode0
Labeling without Seeing? Blind Annotation for Privacy-Preserving Entity Resolution0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks0
Bag of Views: An Appearance-based Approach to Next-Best-View Planning for 3D ReconstructionCode0
Mitosis Detection from Partial Annotation by Dataset Generation via Frame-Order FlippingCode0
The Big Data Myth: Using Diffusion Models for Dataset Generation to Train Deep Detection Models0
JABBERWOCK: A Tool for WebAssembly Dataset Generation and Its Application to Malicious Website DetectionCode0
GraphCleaner: Detecting Mislabelled Samples in Popular Graph Learning BenchmarksCode0
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