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 151175 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 Generation0
Vec2Face: Scaling Face Dataset Generation with Loosely Constrained Vectors0
DiffAge3D: Diffusion-based 3D-aware Face Aging0
CyberPal.AI: Empowering LLMs with Expert-Driven Cybersecurity Instructions0
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 aerodynamics0
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 Augmentations0
On Deep Learning for computing the Dynamic Initial Margin and Margin Value Adjustment0
AutoVCoder: A Systematic Framework for Automated Verilog Code Generation using LLMs0
Realistic Surgical Image Dataset Generation Based On 3D Gaussian Splatting0
LSD3K: A Benchmark for Smoke Removal from Laparoscopic Surgery Images0
Close the Sim2real Gap via Physically-based Structured Light Synthetic Data Simulation0
JeDi: Joint-Image Diffusion Models for Finetuning-Free Personalized Text-to-Image Generation0
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 Solutions0
DataFreeShield: Defending Adversarial Attacks without Training Data0
SEC-QA: A Systematic Evaluation Corpus for Financial QA0
Prompts as Auto-Optimized Training Hyperparameters: Training Best-in-Class IR Models from Scratch with 10 Gold Labels0
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 Systems0
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