3010-project

1. Chan Chun Lam

1. Reproducing Textual Inversion Outputs

   • program file: textual_inversion_ChanChunLam.ipynb
   • outputs directory: recreate

2. Textual Inversion Results in Different Steps

   • program file: textual_inversion_ChanChunLam.ipynb
   • outputs directory: elephant_steps
   • analysis directory: plot

   the original code of implementing Textual Inversion using Latent diffusion was from the original paper.

2. Soo-ah Kim

1. Textual Inversion using Stable Diffusion

   • program file: textual_inversion_stable_diffusion.ipynb
   • outputs directory: TI stable diffusion outputs

2. Textual Inversion Analysis (different steps, epochs)

   • program file: textual_inversion_stable_diffusion.ipynb
   • outputs directory: TI stable diffusion outputs
   • analysis directory: plots-SD

   the original code of implementing Textual Inversion using Stable Diffusion is from: https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/sd_textual_inversion_training.ipynb the hyperparameters were changed to improve and compare the results.

3. Kaustubh Nigam

1. Textual Inversion with Negative Prompt Implementation
   • input directory: improvement-input
   • output directory: improvement-output
   • Method: https://huggingface.co/datasets/Nerfgun3/bad_prompt/blob/main/bad_prompt_version2.pt was used to add the negative embeddings the original code.