X-Y plot of algorithmically-generated AI art demonstrating Hypernetworks
An X/Y plot of algorithmically-generated AI artworks depicting a woman in various different settings, created using a custom-trained anime-focused Stable Diffusion-based model known as "Anything V3.0" (with hash 1a7df6b8) created by Furqanil Taqwa. This plot serves to demonstrate the usage of Hypernetworks, a technique created by Kurumuz in 2021 which allows Stable Diffusion-based image generation models to imitate the art style of specific artists, even if the artist is not recognised by the original diffusion model, by applying a small neural network at various points within the larger network.
Hypernetworks trained on the artstyles of the following artists were used: As109, a Chinese artist. Trained on 440 samples using 75,000 steps on 0.0000005 LR. Asanagi (朝凪), a Japanese artist and the sole member of the Fatalpulse dōjin circle. Trained using 118,500 steps. homunculus (ホムンクルス), a Japanese artist and mangaka. Trained using 90,000 steps on 5e-7 LR with no normalisation, and layer structure 1.0, 2.0, 1.0. j.k., a Canadian artist. Ohisashiburi (お久しぶり), a Japanese artist. Trained with 1e-5 LR up to 7,000 steps, and 5e-6 LR up to 180,000 steps, with layer structure 1.0, 1.5, 1.5, 1.0, mish activation function, normal weight initialisation, layer norm set to false, dropout usage set to true. Takayaki (たかやKi), a Japanese artist and member of the Jenoa Cake (じぇのばけーき) dōjin circle. Trained on 90 samples using 100,000 steps on 0.0000005 LR.
Date 3 December 2022 Author Benlisquare This file is licensed under the Creative Commons Attribution-Share Alike 4.0 International license.
Prompt
young woman, fully clothed, volumetric lighting, mountain forest background
Negative prompt
nude, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, artist name
X-Y plot of algorithmically-generated AI art demonstrating Hypernetworks
An X/Y plot of algorithmically-generated AI artworks depicting a woman in various different settings, created using a custom-trained anime-focused Stable Diffusion-based model known as "Anything V3.0" (with hash 1a7df6b8) created by Furqanil Taqwa. This plot serves to demonstrate the usage of Hypernetworks, a technique created by Kurumuz in 2021 which allows Stable Diffusion-based image generation models to imitate the art style of specific artists, even if the artist is not recognised by the original diffusion model, by applying a small neural network at various points within the larger network.
Hypernetworks trained on the artstyles of the following artists were used:
As109, a Chinese artist. Trained on 440 samples using 75,000 steps on 0.0000005 LR.
Asanagi (朝凪), a Japanese artist and the sole member of the Fatalpulse dōjin circle. Trained using 118,500 steps.
homunculus (ホムンクルス), a Japanese artist and mangaka. Trained using 90,000 steps on 5e-7 LR with no normalisation, and layer structure 1.0, 2.0, 1.0.
j.k., a Canadian artist.
Ohisashiburi (お久しぶり), a Japanese artist. Trained with 1e-5 LR up to 7,000 steps, and 5e-6 LR up to 180,000 steps, with layer structure 1.0, 1.5, 1.5, 1.0, mish activation function, normal weight initialisation, layer norm set to false, dropout usage set to true.
Takayaki (たかやKi), a Japanese artist and member of the Jenoa Cake (じぇのばけーき) dōjin circle. Trained on 90 samples using 100,000 steps on 0.0000005 LR.
Date 3 December 2022
Author Benlisquare
This file is licensed under the Creative Commons Attribution-Share Alike 4.0 International license.