"매 language 너머의 communication". 매 emotion / experience / idea 의 form / sound / color 의 translate. 매 modern: 매 AI generative 의 democratize 가, 매 authenticity / labor / copyright 의 new battleground. 매 Neo-Humanism 의 imperfection 의 가치.
📖 핵심
매 function
Catharsis: 매 emotion 의 release.
Communication: 매 timeless message.
Critical perspective: 매 society 의 mirror.
Beauty: 매 aesthetic.
Identity: 매 cultural / personal.
매 evolution
시대
Medium
고대
매 cave painting, 매 sculpture
중세
매 religious art
르네상스
매 perspective, 매 oil
19c
매 photography
20c
매 film, 매 abstract, 매 conceptual
21c
매 digital, 매 NFT
2022+
매 AI generative
매 AI generative tool
Midjourney: 매 stylized, 매 artistic.
Stable Diffusion (open): 매 customizable.
DALL-E 3 (OpenAI): 매 prompt 의 understanding.
Flux (Black Forest Labs): 매 photorealistic.
Sora / Runway: 매 video.
Suno / Udio: 매 music.
ElevenLabs: 매 voice.
매 controversy
Copyright
매 LAION-5B (training data) 의 unauthorized.
매 lawsuit (Getty vs Stability AI).
매 EU AI Act 의 disclosure.
매 Glaze / Nightshade (artist 의 anti-tool).
Labor
매 illustrator / VFX 의 displacement.
매 Hollywood writers strike (2023).
매 game industry layoff.
Authenticity
매 award withdrawn (Sony 2023, Adobe 등).
매 disclosure 의무.
매 C2PA standard.
Quality
매 AI 의 averaged style.
매 Slop (over-produced).
매 derivative.
매 Neo-Humanism 의 응답
매 imperfection 의 가치.
매 physical mark 의 evidence.
매 process documentation.
매 human-only category.
매 hand-made 의 premium.
매 live performance.
→ 매 differentiation 의 lever.
매 hybrid (collaboration)
매 AI 의 ideation → 매 human refinement.
매 human sketch → 매 AI extension.
매 AI 의 variation → 매 human selection.
매 controlled (ControlNet, ComfyUI).
매 modern artist 의 stance
Refuse AI: 매 Glaze 적용.
Embrace + transparent: 매 disclosure.
Hybrid: 매 tool 의 use.
AI-first: 매 prompt 의 art.
매 evaluation 의 새 axis
Concept (idea).
Execution (technique).
Process (story).
Provenance (chain).
Originality (vs derivative).
💻 패턴
Stable Diffusion (controlled)
fromdiffusersimportStableDiffusionXLPipeline,ControlNetModelfromdiffusersimportStableDiffusionXLControlNetPipelinecontrolnet=ControlNetModel.from_pretrained('diffusers/controlnet-canny-sdxl-1.0')pipe=StableDiffusionXLControlNetPipeline.from_pretrained('stabilityai/stable-diffusion-xl-base-1.0',controlnet=controlnet,).to('cuda')# 매 user 의 sketch (canny edge) + promptimportcv2sketch=cv2.Canny(user_sketch,100,200)image=pipe(prompt='a cat with a hat, oil painting, vivid color',image=sketch,controlnet_conditioning_scale=0.7,num_inference_steps=30,).images[0]
Glaze (anti-AI training)
# 매 artist 의 work 의 protect# 매 imperceptible perturbation 의 add# 매 ML 의 learn 의 disruptdefglaze_protect(image,target_style='unrelated_style',epsilon=0.05):# 매 PGD-like attackperturbed=image.clone().requires_grad_()optimizer=torch.optim.Adam([perturbed],lr=0.001)for_inrange(100):loss=-torch.norm(style_extractor(perturbed)-target_style)# 매 push to wrong styleoptimizer.zero_grad()loss.backward()optimizer.step()perturbed.data=torch.clamp(perturbed,image-epsilon,image+epsilon)returnperturbed.detach()
C2PA disclosure (provenance)
{"claim_generator":"Adobe Photoshop 25.0","assertions":[{"label":"c2pa.actions","data":{"actions":[{"action":"c2pa.created","softwareAgent":"Stable Diffusion XL 1.0","parameters":{"prompt":"a cat with a hat"}},{"action":"c2pa.edited","softwareAgent":"Adobe Photoshop","parameters":{"name":"manual color correction"}}]}}]}
Hybrid workflow (sketch → AI variation → human refine)
defhybrid_workflow(user_sketch,prompt,n_variations=4):# 1. AI 의 N 의 variationvariations=generate_n(user_sketch,prompt,n=n_variations)# 2. Human selectionchosen=human_pick(variations)# 3. AI 의 refine (img2img with low strength)refined=pipe(prompt=prompt+', polished',image=chosen,strength=0.3,).images[0]# 4. Human final touch (Photoshop)returnchosen,refined
언제: 매 generative art workflow. 매 brand asset. 매 game art pipeline. 매 hybrid creative.
언제 X: 매 fine art individual expression (human-only). 매 traditional photography (AI 의 ban).
❌ 안티패턴
No disclosure: 매 fraud.
AI 의 derivative 의 commercial: 매 copyright risk.
All AI no concept: 매 slop.
Glaze 의 ignore: 매 artist 의 will violate.
Single tool monoculture: 매 same look.
Award fraud: 매 community trust 의 destroy.
🧪 검증 / 중복
Verified (C2PA spec, ongoing copyright cases, art community discourse).