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 151–175 of 308 papers

TitleStatusHype
Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning—0
Investigating Effect of Dialogue History in Multilingual Task Oriented Dialogue Systems—0
Technical report of a DMD-based Characterization Method for Vision Sensors—0
iTRI-QA: a Toolset for Customized Question-Answer Dataset Generation Using Language Models for Enhanced Scientific Research—0
VariFace: Fair and Diverse Synthetic Dataset Generation for Face Recognition—0
The Big Data Myth: Using Diffusion Models for Dataset Generation to Train Deep Detection Models—0
CETBench: A Novel Dataset constructed via Transformations over Programs for Benchmarking LLMs for Code-Equivalence Checking—0
JeDi: Joint-Image Diffusion Models for Finetuning-Free Personalized Text-to-Image Generation—0
Know Your RAG: Dataset Taxonomy and Generation Strategies for Evaluating RAG Systems—0
Vec2Face: Scaling Face Dataset Generation with Loosely Constrained Vectors—0
Labeling without Seeing? Blind Annotation for Privacy-Preserving Entity Resolution—0
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey—0
Cashew dataset generation using augmentation and RaLSGAN and a transfer learning based tinyML approach towards disease detection—0
Analyzing the Nuances of Transformers' Polynomial Simplification Abilities—0
Boundary Aware Multi-Focus Image Fusion Using Deep Neural Network—0
Through Fog High-Resolution Imaging Using Millimeter Wave Radar—0
A large-scale, physically-based synthetic dataset for satellite pose estimation—0
Learning Wireless Data Knowledge Graph for Green Intelligent Communications: Methodology and Experiments—0
FTSmartAudit: A Knowledge Distillation-Enhanced Framework for Automated Smart Contract Auditing Using Fine-Tuned LLMs—0
Block and Detail: Scaffolding Sketch-to-Image Generation—0
Benchmark dataset and instance generator for Real-World Three-Dimensional Bin Packing Problems—0
A Framework for Large Scale Synthetic Graph Dataset Generation—0
Towards a methodology for addressing missingness in datasets, with an application to demographic health datasets—0
Low-Biased General Annotated Dataset Generation—0
LSD3K: A Benchmark for Smoke Removal from Laparoscopic Surgery Images—0
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