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 1–50 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
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
DataDream: Few-shot Guided Dataset GenerationCode2
UniGen: A Unified Framework for Textual Dataset Generation Using Large Language ModelsCode2
JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics FrameworkCode2
An Automated End-to-End Open-Source Software for High-Quality Text-to-Speech Dataset GenerationCode2
MultiCorrupt: A Multi-Modal Robustness Dataset and Benchmark of LiDAR-Camera Fusion for 3D Object DetectionCode2
DatasetDM: Synthesizing Data with Perception Annotations Using Diffusion ModelsCode2
Real-Time Per-Garment Virtual Try-On with Temporal Consistency for Loose-Fitting GarmentsCode1
MORSE-500: A Programmatically Controllable Video Benchmark to Stress-Test Multimodal ReasoningCode1
TimeGraph: Synthetic Benchmark Datasets for Robust Time-Series Causal DiscoveryCode1
Tiny QA Benchmark++: Ultra-Lightweight, Synthetic Multilingual Dataset Generation & Smoke-Tests for Continuous LLM EvaluationCode1
Bounding Box-Guided Diffusion for Synthesizing Industrial Images and Segmentation MapCode1
ColabSfM: Collaborative Structure-from-Motion by Point Cloud RegistrationCode1
Oasis: One Image is All You Need for Multimodal Instruction Data SynthesisCode1
CySecBench: Generative AI-based CyberSecurity-focused Prompt Dataset for Benchmarking Large Language ModelsCode1
ICM-Assistant: Instruction-tuning Multimodal Large Language Models for Rule-based Explainable Image Content ModerationCode1
Generating Traffic Scenarios via In-Context Learning to Learn Better Motion PlannerCode1
SimuScope: Realistic Endoscopic Synthetic Dataset Generation through Surgical Simulation and Diffusion ModelsCode1
Global Tensor Motion PlanningCode1
OpenLS-DGF: An Adaptive Open-Source Dataset Generation Framework for Machine Learning Tasks in Logic SynthesisCode1
CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and AugmentationCode1
PADetBench: Towards Benchmarking Physical Attacks against Object DetectionCode1
Chip Placement with Diffusion ModelsCode1
TheoremLlama: Transforming General-Purpose LLMs into Lean4 ExpertsCode1
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and DesignCode1
Automated Multi-level Preference for MLLMsCode1
Forcing Diffuse Distributions out of Language ModelsCode1
UAV-Rain1k: A Benchmark for Raindrop Removal from UAV Aerial ImageryCode1
PEGASUS: Physically Enhanced Gaussian Splatting Simulation System for 6DoF Object Pose Dataset GenerationCode1
Generalizing Single-View 3D Shape Retrieval to Occlusions and Unseen ObjectsCode1
Faithful Persona-based Conversational Dataset Generation with Large Language ModelsCode1
LLMaAA: Making Large Language Models as Active AnnotatorsCode1
Dataset Diffusion: Diffusion-based Synthetic Dataset Generation for Pixel-Level Semantic SegmentationCode1
Fabricator: An Open Source Toolkit for Generating Labeled Training Data with Teacher LLMsCode1
Learning-based NLOS Detection and Uncertainty Prediction of GNSS Observations with Transformer-Enhanced LSTM NetworkCode1
DiffuGen: Adaptable Approach for Generating Labeled Image Datasets using Stable Diffusion ModelsCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Supervised Homography Learning with Realistic Dataset GenerationCode1
SynTable: A Synthetic Data Generation Pipeline for Unseen Object Amodal Instance Segmentation of Cluttered Tabletop ScenesCode1
NeuroGraph: Benchmarks for Graph Machine Learning in Brain ConnectomicsCode1
Sim-Suction: Learning a Suction Grasp Policy for Cluttered Environments Using a Synthetic BenchmarkCode1
Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic TasksCode1
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