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 151–200 of 308 papers

TitleStatusHype
Towards Synthetic Data Generation for Improved Pain Recognition in Videos under Patient ConstraintsCode0
Harnessing LLMs for API Interactions: A Framework for Classification and Synthetic Data Generation—0
Vec2Face: Scaling Face Dataset Generation with Loosely Constrained Vectors—0
DiffAge3D: Diffusion-based 3D-aware Face Aging—0
CyberPal.AI: Empowering LLMs with Expert-Driven Cybersecurity Instructions—0
Fire Dynamic Vision: Image Segmentation and Tracking for Multi-Scale Fire and Plume BehaviorCode0
The Fellowship of the LLMs: Multi-Agent Workflows for Synthetic Preference Optimization Dataset GenerationCode0
A systematic dataset generation technique applied to data-driven automotive aerodynamics—0
Neural Network Surrogate and Projected Gradient Descent for Fast and Reliable Finite Element Model Calibration: a Case Study on an Intervertebral DiscCode0
Full-range Head Pose Geometric Data Augmentations—0
On Deep Learning for computing the Dynamic Initial Margin and Margin Value Adjustment—0
AutoVCoder: A Systematic Framework for Automated Verilog Code Generation using LLMs—0
Realistic Surgical Image Dataset Generation Based On 3D Gaussian Splatting—0
LSD3K: A Benchmark for Smoke Removal from Laparoscopic Surgery Images—0
Close the Sim2real Gap via Physically-based Structured Light Synthetic Data Simulation—0
JeDi: Joint-Image Diffusion Models for Finetuning-Free Personalized Text-to-Image Generation—0
Rethinking the Effectiveness of Graph Classification Datasets in Benchmarks for Assessing GNNsCode0
Synthetic data: How could it be used for infectious disease research?—0
Semantically Rich Local Dataset Generation for Explainable AI in GenomicsCode0
Channel Modeling Aided Dataset Generation for AI-Enabled CSI Feedback: Advances, Challenges, and Solutions—0
DataFreeShield: Defending Adversarial Attacks without Training Data—0
SEC-QA: A Systematic Evaluation Corpus for Financial QA—0
Prompts as Auto-Optimized Training Hyperparameters: Training Best-in-Class IR Models from Scratch with 10 Gold Labels—0
GECOBench: A Gender-Controlled Text Dataset and Benchmark for Quantifying Biases in ExplanationsCode0
Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems—0
Are You Sure? Rank Them Again: Repeated Ranking For Better Preference Datasets—0
SynDy: Synthetic Dynamic Dataset Generation Framework for Misinformation Tasks—0
BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation—0
Stable Diffusion Dataset Generation for Downstream Classification Tasks—0
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset GenerationCode0
Generative Dataset Distillation: Balancing Global Structure and Local DetailsCode0
Learning Wireless Data Knowledge Graph for Green Intelligent Communications: Methodology and Experiments—0
Multi-fingered Robotic Hand Grasping in Cluttered Environments through Hand-object Contact Semantic Mapping—0
Generating Synthetic Ground Truth Distributions for Multi-step Trajectory Prediction using Probabilistic Composite Bézier Curves—0
Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning—0
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs—0
Block and Detail: Scaffolding Sketch-to-Image Generation—0
NToP: NeRF-Powered Large-scale Dataset Generation for 2D and 3D Human Pose Estimation in Top-View Fisheye ImagesCode0
Clustering in Dynamic Environments: A Framework for Benchmark Dataset Generation With Heterogeneous ChangesCode0
Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot ExamplesCode0
KoCoSa: Korean Context-aware Sarcasm Detection DatasetCode0
Deep learning-driven scheduling algorithm for a single machine problem minimizing the total tardiness—0
Accelerating PDE Data Generation via Differential Operator Action in Solution Space—0
Evaluating ML-Based Anomaly Detection Across Datasets of Varied Integrity: A Case StudyCode0
Synthetic Dialogue Dataset Generation using LLM AgentsCode0
Real-time object detection and robotic manipulation for agriculture using a YOLO-based learning approach—0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter—0
GTAutoAct: An Automatic Datasets Generation Framework Based on Game Engine Redevelopment for Action Recognition—0
Icy Moon Surface Simulation and Stereo Depth Estimation for Sampling AutonomyCode0
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models—0
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