[HTML][HTML] Parameter-Efficient Fine-Tuning of Large Pretrained Models for Instance Segmentation Tasks

N Abou Baker, D Rohrschneider… - Machine Learning and …, 2024 - mdpi.com
Research and applications in artificial intelligence have recently shifted with the rise of large
pretrained models, which deliver state-of-the-art results across numerous tasks. However …

[HTML][HTML] Persistent Homology Analysis of AI-Generated Fractal Patterns: A Mathematical Framework for Evaluating Geometric Authenticity

M Lee, S Lee - Fractal and Fractional, 2024 - mdpi.com
We present a mathematical framework for analyzing fractal patterns in AI-generated images
using persistent homology. Given a text-to-image mapping M: T→ I, we demonstrate that the …