# Small Dataset Optimization

FLUX.1-dev is a diffusion model-based image generation model focused on nail art design generation.

PULASki is a computationally efficient biomedical image segmentation generation tool that accurately captures expert annotation variability in small datasets, particularly suitable for class imbalance issues.

A large-scale multi-task representation model achieved through pre-finetuning, based on the RoBERTa architecture, outperforming the original roberta-base on GLUE and question answering tasks

A large-scale multi-task pre-finetuned version of the RoBERTa-large model, excelling in GLUE and question-answering tasks, with significant improvements especially on small datasets.