From 66cbb6e9298037282a2fee95cfdea0ccc78d8a21 Mon Sep 17 00:00:00 2001 From: Fersoil Date: Wed, 3 Jan 2024 17:52:31 +0100 Subject: [PATCH 1/2] added glaze --- .../README.md | 5 +++++ .../glaze.pdf | Bin 0 -> 1515431 bytes 2 files changed, 5 insertions(+) create mode 100644 2023/2023_12_18_glaze_protecting_artists_from_style_mimicry/README.md create mode 100644 2023/2023_12_18_glaze_protecting_artists_from_style_mimicry/glaze.pdf diff --git a/2023/2023_12_18_glaze_protecting_artists_from_style_mimicry/README.md b/2023/2023_12_18_glaze_protecting_artists_from_style_mimicry/README.md new file mode 100644 index 0000000..a9df5f1 --- /dev/null +++ b/2023/2023_12_18_glaze_protecting_artists_from_style_mimicry/README.md @@ -0,0 +1,5 @@ +# Glaze: Protecting Artists from Style Mimicry by Text-to-Image Models + +Generative AI models have drastically changed how we create and consume images and art. Models like MidJourney and Stable Diffusion have been trained on large datasets like LAION-5B containing scraped private or copyrighted images. As a result, many artists were placed before deciding whether to upload their art online and risk their artwork being illegally used in models' training or losing a vital way of promoting their artwork. An even more significant threat for artists is "style mimicry" - a specific attack in which a model is fine-tuned on artists' images. The final tuned model can produce images in the personal style of the target artists, which usually takes years for the artist to achieve. During the following Monday's presentation, I will briefly recap how Stable Diffusion works and present a tool that helps artists protect their style. Glaze is a solution that allows disrupting the image enough; in a way, the specific artist's style can't be extracted from the data. + +The presentation will be based on [this](https://arxiv.org/abs/2302.04222) paper \ No newline at end of file diff --git a/2023/2023_12_18_glaze_protecting_artists_from_style_mimicry/glaze.pdf b/2023/2023_12_18_glaze_protecting_artists_from_style_mimicry/glaze.pdf new file mode 100644 index 0000000000000000000000000000000000000000..ecb99341dfb94906e50c2b476ed07872922fc9ac GIT binary patch literal 1515431 zcmeEucT^P5v+t56iNK;{mLNGTc}bFU&RNOql3B6>B7(A#GfU1HL_o3vl5@@=IVy?> zh$6lP{RZzZ+~0fW{&UZH>zOk>GhIDZU0t85YNxoZC8xjz<`yQzyIqI+5#oVCydYOA z7$KgxIFFv6n=Oy5rKhEnt38jFrM)d2#D{vU!=q;DV$W*p!Up2e_4M$v_SEyRwbgNT z^#p+hg|9kjdU-lQT~PhO{Fejj@TgmQI4Zl?xuQnBY}(p@P=vOUl053Ro|ZPKSD<+N(ehwz`lK>)c zbrbS)Ffi|xm>@9k&rV?8D_KBb@XuF+!N2Z z{~#(#AE?w=z<&^GdAM5Z+IpJupjHi!o~^GZkFqmr zS;+i6$^JYkUviJqs}0mr#?{vpH3%;VBE$<46yP-np%moeiQ*d$x)PX2(Zkit4aLjV 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z9!NXUwqNxF{Bs~a9D3{o#udPGAU+&=JO%6kc#Z{Bs(>a~i;N zAU+%l&kWcB@EnK_htdN50q~rNPmRqZfagS9Y)lW}IS?NXg^C930C*0>heK%rI{=>3 z0G^}3`#_xmI{=;o@!^o`0@wlg=RkZoloqf9@Xu)g&w==GC_mf|axA!CYYA$5H18(t zzX0*!kPC*-b09t((!=cl;=>_5d|UzX;gB9+2f%Y6J{$@ej`s%;9}el^^Bjl|hxG7y zjv@+TV~B{4PM!gN3Vb; zauvzg#2t=_`Jr35Xr51$p&Kx09Vg3(I6Gt+3(zCpvrp7x)5+f=K_5{M7-B>_j~zL;DeA8Ts2k=vxzL zKaAW4NQV66iD}UZNX#~L0`m7gZg*D;J9}$aeqLqezrVQ4ru^Uk% Date: Wed, 3 Jan 2024 17:55:23 +0100 Subject: [PATCH 2/2] updated README --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b0b8443..e07f962 100644 --- a/README.md +++ b/README.md @@ -20,7 +20,7 @@ Join us at https://meet.drwhy.ai. * 27.11.2023 - [Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned](https://github.com/MI2DataLab/MI2DataLab_Seminarium/tree/master/2023/2023_11_27_Red_Teaming_Language_Models_to_Reduce_Harms) - Vladimir Zaigrajew * 04.12.2023 - Discussion - RedTeaming of foundation models * 11.12.2023 - [Introduction to Diffusion Models](https://github.com/MI2DataLab/MI2DataLab_Seminarium/tree/master/2023/2023_12_11_intro_to_diffusion_models) - Bartek Sobieski -* 18.12.2023 - Glaze: Protecting artists from style mimicry by text-to-image model - Tymoteusz Kwieciński +* 18.12.2023 - [Glaze: Protecting artists from style mimicry by text-to-image model](https://github.com/MI2DataLab/MI2DataLab_Seminarium/tree/master/2023/2023_12_18_glaze_protecting_artists_from_style_mimicry) - Tymoteusz Kwieciński * 08.01.2023 - Red-Teaming the Stable Diffusion Safety Filter - Mateusz Grzyb * 15.01.2024 - TBD - Hubert Ruczyński * 22.01.2024 - Discussion - Diffusion models for XAI