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 125 of 308 papers

TitleStatusHype
Better Synthetic Data by Retrieving and Transforming Existing DatasetsCode7
Synthetic Dataset Generation for Adversarial Machine Learning ResearchCode6
AutoCoder: Enhancing Code Large Language Model with AIEV-InstructCode4
Prompt2Model: Generating Deployable Models from Natural Language InstructionsCode4
Hierarchical Lexical Graph for Enhanced Multi-Hop RetrievalCode3
RAGEval: Scenario Specific RAG Evaluation Dataset Generation FrameworkCode3
An Automated End-to-End Open-Source Software for High-Quality Text-to-Speech Dataset GenerationCode2
DatasetDM: Synthesizing Data with Perception Annotations Using Diffusion ModelsCode2
Vision Language Action Models in Robotic Manipulation: A Systematic ReviewCode2
CellViT++: Energy-Efficient and Adaptive Cell Segmentation and Classification Using Foundation ModelsCode2
Physics Informed Distillation for Diffusion ModelsCode2
JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics FrameworkCode2
DataDream: Few-shot Guided Dataset GenerationCode2
MultiCorrupt: A Multi-Modal Robustness Dataset and Benchmark of LiDAR-Camera Fusion for 3D Object DetectionCode2
UniGen: A Unified Framework for Textual Dataset Generation Using Large Language ModelsCode2
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Afro-MNIST: Synthetic generation of MNIST-style datasets for low-resource languagesCode1
DiffuGen: Adaptable Approach for Generating Labeled Image Datasets using Stable Diffusion ModelsCode1
Dataset Diffusion: Diffusion-based Synthetic Dataset Generation for Pixel-Level Semantic SegmentationCode1
DCFace: Synthetic Face Generation with Dual Condition Diffusion ModelCode1
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMsCode1
ColabSfM: Collaborative Structure-from-Motion by Point Cloud RegistrationCode1
Chip Placement with Diffusion ModelsCode1
Detecting Anti-Vaccine Users on TwitterCode1
CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and AugmentationCode1
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