Geo Fossils-I: A synthetic dataset of 2D fossil images for computer vision applications on geology.

ABSTRACT: Geo Fossils-I is a synthetic image dataset used as a solution for resolving the limited availability of geological datasets intended for image classification and object detection on 2D images of geological outcrops. The Geo Fossils-I dataset was created to train a custom image classification model for geological fossil identification and inspire additional work in generating synthetic geological data with Stable Diffusion models. The Geo Fossils-I dataset was generated through a custom training process and the fine-tuning of a pre-trained Stable Diffusion model. Stable Diffusion is an advanced text-to-image model that can create highly realistic images based on textual input. An effective technique for instructing Stable Diffusion on novel concepts is the application of Dreambooth, a speci

SUBMITTER: Nathanail A 

PROVIDER: S-EPMC10293944 | biostudies-literature | 2023 Jun

REPOSITORIES: biostudies-literature