MicrocosmWorks๋””์ง€ํ„ธ ์ฝ”์Šค๋ชจ์Šค ํ˜์‹  ๋ฐ ์„ค๊ณ„
์†Œ๊ฐœ์—ฐ๋ฝ์ฒ˜
MicrocosmWorks๋””์ง€ํ„ธ ์ฝ”์Šค๋ชจ์Šค๋ฅผ ํ˜์‹ ํ•˜๊ณ  ์„ค๊ณ„ํ•ฉ๋‹ˆ๋‹ค

์ค‘์š”ํ•œ IT ์†”๋ฃจ์…˜์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๊ธฐ์ˆ , ๋ณด์•ˆ์— ์—ด์ •์ ์ด๋ฉฐ ์‹ ๋ขฐํ•  ์ˆ˜ ์žˆ๋Š” ํ˜์‹ ์ ์ธ IT ์ธํ”„๋ผ๋ฅผ ํ†ตํ•ด ๋น„์ฆˆ๋‹ˆ์Šค ์„ฑ์žฅ์„ ๋•์Šต๋‹ˆ๋‹ค.

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New Delhi, India

AI ์„ฑ์žฅ ํ—ˆ๋ธŒ

AI ํ—ˆ๋ธŒ์Šคํƒ€ํŠธ์—… ํ˜์‹ ๊ธฐ์—… ๊ฐ€์†๊ธฐ

์†”๋ฃจ์…˜

๋ชจ๋“  ์†”๋ฃจ์…˜์›ฐ๋‹ˆ์Šค ๋ฐ ํ”ผํŠธ๋‹ˆ์Šค ์•ฑAI ๋น„๋””์˜ค ํ”Œ๋žซํผAI ์—์ด์ „ํŠธ ๊ฐœ๋ฐœ

์ž์›

ํ†ต์ฐฐ๋ ฅ์‚ฐ์—… ๊ฐ€์ด๋“œ์‚ฌ์šฉ ์‚ฌ๋ก€ ์ฒญ์‚ฌ์ง„์•„ํ‚คํ…์ฒ˜ ํŒจํ„ด์‚ฌ๋ก€ ์—ฐ๊ตฌ

ํšŒ์‚ฌ

ํšŒ์‚ฌ ์†Œ๊ฐœ์—ฐ๋ฝ์ฒ˜์šฐ๋ฆฌ์˜ ์ž‘์—…

์„œ๋น„์Šค

๋””์ง€ํ„ธ ์ปจ์„คํŒ…ํด๋ผ์šฐ๋“œ ์ธํ”„๋ผSaaS ๊ฐœ๋ฐœAI ๊ฐœ๋ฐœ๋น„๋””์˜ค ๊ธฐ์ˆ 
ERP ๊ฐœ๋ฐœZoho ๋งž์ถคํ™”Odoo ๊ฐœ๋ฐœSalesforce ํ†ตํ•ฉ๋งž์ถคํ˜• CRM ๊ฐœ๋ฐœ
QuickBooks ํ†ตํ•ฉIoT ์†”๋ฃจ์…˜๋ธ”๋ก์ฒด์ธ ๊ฐœ๋ฐœ
์‚ฌ์ด๋ฒ„ ๋ณด์•ˆ ์ปจ์„คํŒ…IT ์ง€์› - L3

ยฉ 2026 MicrocosmWorks. ๋ชจ๋“  ๊ถŒ๋ฆฌ ๋ณด์œ .

๊ฐœ์ธ์ •๋ณด ์ฒ˜๋ฆฌ๋ฐฉ์นจ์„œ๋น„์Šค ์•ฝ๊ด€
์‚ฌ๋ก€ ์—ฐ๊ตฌ ๋ชฉ๋ก์œผ๋กœ ๋Œ์•„๊ฐ€๊ธฐ
Video Annotation๊ฒŒ์‹œ์ผ June 22, 2026 ยท ์ˆ˜์ •์ผ June 22, 2026

AI ๊ธฐ๋ฐ˜ ์žฅํŽธ ์˜ํ™” ์ƒ์„ฑ ํŒŒ์ดํ”„๋ผ์ธ

๊ฐ„๋‹จํ•œ ํ…์ŠคํŠธ ํ”„๋กฌํ”„ํŠธ๋ฅผ 15~90๋ถ„ ๋ถ„๋Ÿ‰์˜ ์˜ํ™”๋กœ ๋ณ€ํ™˜ํ•˜๋Š” ์—”๋“œํˆฌ์—”๋“œ AI ํŒŒ์ดํ”„๋ผ์ธ์„ ๊ตฌ์ถ•ํ•˜์—ฌ ์žฅํŽธ ์˜ํ™” ์ œ์ž‘์„ ๋ฏผ์ฃผํ™”ํ•˜๋Š” ๊ฒƒ์„ ๋ชฉํ‘œ๋กœ ํ•˜๋Š” ์•ผ์‹ฌ์ฐฌ ์ฝ˜ํ…์ธ  ์ œ์ž‘ ํ”„๋กœ์ ํŠธ์ž…๋‹ˆ๋‹ค.

ํ”„๋กœ์ ํŠธ ์ƒ๋‹ดํ•˜๊ธฐ
ai-feature-film-generation-pipeline.webp
Video Annotation
Domain
13
Technologies
0
Key Results
Delivered
Status

๊ณผ์ œ

์žฅํŽธ ์˜ํ™” ์ œ์ž‘์€ ์ „ํ†ต์ ์œผ๋กœ ๋Œ€๊ทœ๋ชจ ํŒ€์ด ๊ฐ๋ณธ ์ž‘์„ฑ, ์ดฌ์˜, ํŽธ์ง‘, ์‚ฌ์šด๋“œ ๋””์ž์ธ ๋ฐ ํ›„๋ฐ˜ ์ž‘์—…์— ๊ฑธ์ณ ๋ช‡ ๋‹ฌ๊ฐ„ ์ž‘์—…ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

  • ๊ฐ๋ณธ ์ž‘์„ฑ๋งŒ์œผ๋กœ๋„ ๋ช‡ ์ฃผ์—์„œ ๋ช‡ ๋‹ฌ์ด ์†Œ์š”๋ฉ๋‹ˆ๋‹ค.
  • AI ์ƒ์„ฑ์„ ํ†ตํ•ด ์žฅ๋ฉด ๊ฐ„ ์บ๋ฆญํ„ฐ ์ผ๊ด€์„ฑ์„ ์œ ์ง€ํ•˜๋Š” ๊ฒƒ์€ ๋งค์šฐ ์–ด๋ ต์Šต๋‹ˆ๋‹ค.
  • ์Œ์„ฑ ํ•ฉ์„ฑ, ๋ฆฝ์‹ฑํฌ, ๋ฐฐ๊ฒฝ ์Œ์•…์€ ๋ชจ๋‘ ๋ณ„๋„์˜ ๋„๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
  • ์ด ๋ชจ๋“  AI ๋ชจ๋ธ์„ ํ•จ๊ป˜ ์กฐ์œจํ•  ํ†ตํ•ฉ ํŒŒ์ดํ”„๋ผ์ธ์ด ์กด์žฌํ•˜์ง€ ์•Š์•˜์Šต๋‹ˆ๋‹ค.

์šฐ๋ฆฌ์˜ ์†”๋ฃจ์…˜

์ €ํฌ๋Š” ํ…์ŠคํŠธ ํ”„๋กฌํ”„ํŠธ๋ฅผ ์—ฌ๋Ÿฌ ๋ง‰์œผ๋กœ ๊ตฌ์„ฑ๋œ ์‹œ๋‚˜๋ฆฌ์˜ค๋กœ ๋ถ„ํ•ดํ•˜๊ณ , ๋น„๋””์˜ค ํด๋ฆฝ์„ ์ƒ์„ฑํ•˜๋ฉฐ, ์Œ์„ฑ๊ณผ ์Œ์•…์„ ํ•ฉ์„ฑํ•˜๊ณ , ์™„์ „ํ•œ ์žฅํŽธ ์˜ํ™”๋ฅผ ์กฐ๋ฆฝํ•˜๋Š” AI ์˜ํ™” ์ƒ์„ฑ ํŒŒ์ดํ”„๋ผ์ธ์„ ์„ค๊ณ„ํ–ˆ์Šต๋‹ˆ๋‹ค.

์•„ํ‚คํ…์ฒ˜ (์„ค๊ณ„)

  • ์˜ค์ผ€์ŠคํŠธ๋ ˆ์ดํ„ฐ: ํŒŒ์ดํ”„๋ผ์ธ ์กฐ์œจ์„ ์œ„ํ•œ FastAPI (Python)
  • ์ž‘์—… ํ: ๋ถ„์‚ฐ ์ž‘์—… ์ฒ˜๋ฆฌ๋ฅผ ์œ„ํ•œ Celery + Redis
  • LLM: ์Šคํฌ๋ฆฝํŠธ ์ƒ์„ฑ์„ ์œ„ํ•œ Ollama (๋กœ์ปฌ), vLLM, ๋˜๋Š” API ๊ธฐ๋ฐ˜ (Claude/GPT-4)
  • ๋น„๋””์˜ค ์ƒ์„ฑ: Wan 2.2 ๋ฐ HunyuanVideo ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•œ ComfyUI
  • ์Œ์„ฑ ํ•ฉ์„ฑ: ์บ๋ฆญํ„ฐ ์Œ์„ฑ์„ ์œ„ํ•œ Coqui XTTS ๋˜๋Š” F5-TTS
  • ๋ฆฝ์‹ฑํฌ: ์‹œ์ฒญ๊ฐ ์ •๋ ฌ์„ ์œ„ํ•œ LatentSync
  • ์Œ์•…: ๋ฐฐ๊ฒฝ ์Œ์•…์„ ์œ„ํ•œ MusicGen/Stable Audio
  • ์Œํ–ฅ ํšจ๊ณผ: ์ฃผ๋ณ€ ๋ฐ ์•ก์…˜ ์‚ฌ์šด๋“œ๋ฅผ ์œ„ํ•œ MMAudio
  • ์กฐ๋ฆฝ: ์ตœ์ข… ๋น„๋””์˜ค ํ•ฉ์„ฑ์„ ์œ„ํ•œ FFmpeg + Remotion

์ƒ์„ฑ ํŒŒ์ดํ”„๋ผ์ธ

  1. ์Šคํฌ๋ฆฝํŠธ ์ƒ์„ฑ - LLM์ด ํ”„๋กฌํ”„ํŠธ๋ฅผ ์—ฌ๋Ÿฌ ๋ง‰์œผ๋กœ ๊ตฌ์„ฑ๋œ ์‹œ๋‚˜๋ฆฌ์˜ค๋กœ ๋ณ€ํ™˜ํ•ฉ๋‹ˆ๋‹ค.
  2. ์žฅ๋ฉด ๋ถ„ํ•ด - ์‹œ๋‚˜๋ฆฌ์˜ค๋ฅผ 5~15์ดˆ ํด๋ฆฝ์œผ๋กœ ๊ตฌ์„ฑ๋œ ์žฅ๋ฉด์œผ๋กœ ๋‚˜๋ˆ•๋‹ˆ๋‹ค.
  3. ์บ๋ฆญํ„ฐ ๋””์ž์ธ - ์ผ๊ด€๋œ ์บ๋ฆญํ„ฐ ๋ ˆํผ๋Ÿฐ์Šค๋ฅผ ์ƒ์„ฑํ•˜๊ณ  ์œ ์ง€ํ•ฉ๋‹ˆ๋‹ค.
  4. ๋น„๋””์˜ค ์ƒ์„ฑ - Wan 2.2 / HunyuanVideo๊ฐ€ ์žฅ๋ฉด๋ณ„ ํด๋ฆฝ์„ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
  5. ์Œ์„ฑ ํ•ฉ์„ฑ - TTS๊ฐ€ ์ผ๊ด€๋œ ๋ชฉ์†Œ๋ฆฌ๋กœ ์บ๋ฆญํ„ฐ ๋Œ€ํ™”๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
  6. ๋ฆฝ์‹ฑํฌ - LatentSync๊ฐ€ ์ƒ์„ฑ๋œ ์Œ์„ฑ์„ ๋น„๋””์˜ค ์–ผ๊ตด์— ๋งž์ถฐ ์ •๋ ฌํ•ฉ๋‹ˆ๋‹ค.
  7. ์Œ์•… ๋ฐ SFX - ์žฅ๋ฉด๋ณ„ ๋ฐฐ๊ฒฝ ์Œ์•… ๋ฐ ์Œํ–ฅ ํšจ๊ณผ๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
  8. ์กฐ๋ฆฝ - FFmpeg/Remotion์ด ๋ชจ๋“  ๊ฒƒ์„ ์ตœ์ข… ์˜ํ™”๋กœ ํ•ฉ์นฉ๋‹ˆ๋‹ค.

์ฃผ์š” ๊ธฐ๋Šฅ

  1. ํ…์ŠคํŠธ-ํˆฌ-์˜ํ™” - ๋‹จ์ผ ํ”„๋กฌํ”„ํŠธ๋กœ ์™„์ „ํ•œ ์žฅํŽธ ์˜ํ™”๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
  2. ์บ๋ฆญํ„ฐ ์ผ๊ด€์„ฑ - ๋ ˆํผ๋Ÿฐ์Šค ๊ธฐ๋ฐ˜ ์ƒ์„ฑ์„ ํ†ตํ•ด ์บ๋ฆญํ„ฐ ์™ธํ˜•์„ ์œ ์ง€ํ•ฉ๋‹ˆ๋‹ค.
  3. ๋‹ค์ค‘ ๋ชจ๋ธ ์˜ค์ผ€์ŠคํŠธ๋ ˆ์ด์…˜ - 6๊ฐœ ์ด์ƒ์˜ AI ๋ชจ๋ธ์„ ์ˆœ์ฐจ์ ์œผ๋กœ ์กฐ์œจํ•ฉ๋‹ˆ๋‹ค.
  4. ํ™•์žฅ ๊ฐ€๋Šฅํ•œ ์ฒ˜๋ฆฌ - Celery ์›Œ์ปค๊ฐ€ GPU ์ง‘์•ฝ์ ์ธ ์ž‘์—…์„ ๋ถ„์‚ฐ ์ฒ˜๋ฆฌํ•ฉ๋‹ˆ๋‹ค.
  5. ๊ตฌ์„ฑ ๊ฐ€๋Šฅํ•œ ๊ธธ์ด - 15๋ถ„์—์„œ 90๋ถ„ ๊ธธ์ด์˜ ์˜ํ™”๋ฅผ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.

๊ธฐ์ˆ  ์Šคํƒ

FastAPICeleryRedisComfyUIWan 2.2HunyuanVideoCoqui XTTSF5-TTSLatentSyncMusicGenMMAudioFFmpegRemotion

caseStudyDetail.more ์‚ฌ๋ก€ ์—ฐ๊ตฌ

๋” ๋งŽ์€ ๊ธฐ์ˆ  ๊ตฌํ˜„ ์‚ฌ๋ก€๋ฅผ ์‚ดํŽด๋ณด์„ธ์š”

Video Annotation

ML ๋ฐ ์ฝ˜ํ…์ธ  ์ œ์ž‘์„ ์œ„ํ•œ ํ”„๋กœ๊ทธ๋ž˜๋ฐ ๋ฐฉ์‹ ๋น„๋””์˜ค ์ฃผ์„ ํ”„๋ ˆ์ž„์›Œํฌ

ML ์—ฐ๊ตฌ์ž์™€ ๋น„๋””์˜ค ์ฝ˜ํ…์ธ  ์ œ์ž‘์ž๋Š” ํ›ˆ๋ จ ๋ฐ์ดํ„ฐ ์ค€๋น„๋ถ€ํ„ฐ ๊ต์œก์šฉ ์˜ค๋ฒ„๋ ˆ์ด์— ์ด๋ฅด๊ธฐ๊นŒ์ง€ ๋Œ€๊ทœ๋ชจ๋กœ ์ฃผ์„์ด ๋‹ฌ๋ฆฐ ๋น„๋””์˜ค๋ฅผ ์ƒ์„ฑํ•  ์ˆ˜ ์žˆ๋Š” ์œ ์—ฐํ•˜๊ณ  ์ฝ”๋“œ ๊ธฐ๋ฐ˜์˜ ๋น„๋””์˜ค ์ฃผ์„ ๋„๊ตฌ๋ฅผ ํ•„์š”๋กœ ํ–ˆ์Šต๋‹ˆ๋‹ค.

์‚ฌ๋ก€ ์—ฐ๊ตฌ ์ฝ๊ธฐ
AI Accounting

OCR ๋ฐ QuickBooks ์—ฐ๋™์„ ํ†ตํ•œ AI ๊ธฐ๋ฐ˜ ์†ก์žฅ ์ฒ˜๋ฆฌ

๋งค์›” ์ˆ˜๋ฐฑ ๊ฑด์˜ ๊ณต๊ธ‰์—…์ฒด ์†ก์žฅ์„ ์ฒ˜๋ฆฌํ•˜๋Š” ์ค‘๊ฒฌ ๊ธฐ์—…์€ AI/OCR์„ ์‚ฌ์šฉํ•˜์—ฌ ์†ก์žฅ ๋ฐ์ดํ„ฐ๋ฅผ ์ž๋™์œผ๋กœ ์ถ”์ถœํ•˜๊ณ  ์ด๋ฅผ QuickBooks์— ์ง์ ‘ ๋™๊ธฐํ™”ํ•˜์—ฌ ์žฅ๋ถ€ ์ •๋ฆฌ ๋ฐ ์ง€๊ธ‰ ์ถ”์ ์„ ํ•จ์œผ๋กœ์จ ์ˆ˜๋™ ๋ฐ์ดํ„ฐ ์ž…๋ ฅ์„ ์—†์• ์•ผ ํ–ˆ์Šต๋‹ˆ๋‹ค.

์‚ฌ๋ก€ ์—ฐ๊ตฌ ์ฝ๊ธฐ

์ž์ฃผ ๋ฌป๋Š” ์งˆ๋ฌธ

MicrocosmWorks implemented a character embedding system that locks each character's visual identity using DreamBooth fine-tuned checkpoints combined with IP-Adapter reference images. The pipeline enforces character consistency through a multi-stage generation process: scene layout, character placement, and detail refinement, each stage conditioned on the character embeddings.

MicrocosmWorks designed the pipeline to generate at 2K resolution (2048x1080) natively with temporal upscaling to 24fps using frame interpolation models. For 4K delivery, a dedicated super-resolution stage uses Real-ESRGAN fine-tuned on cinematic footage, producing output that passes QC for digital cinema distribution.

MicrocosmWorks built a cinematography control module that translates shot descriptions like 'slow dolly-in from medium to close-up' into structured generation parameters including virtual camera position, lens focal length, and depth of field. The system supports cuts, dissolves, and matched-action transitions with temporal coherence maintained across the boundary frames.

Yes, MicrocosmWorks created a style conditioning system that accepts reference frames, color LUT profiles, and textual style descriptors like 'Wes Anderson symmetrical pastel' or 'Roger Deakins natural light.' The style parameters persist across the entire film with per-scene override capability for intentional mood shifts.

MicrocosmWorks builds generative AI pipelines at rates of $35-$50/hr, with a feature film generation system including character consistency, cinematography controls, and post-processing stages typically requiring 800-1200 development hours. GPU training infrastructure for model fine-tuning adds approximately $10,000-$20,000 in compute costs depending on the visual complexity required.

๋น„์ฆˆ๋‹ˆ์Šค ํ˜์‹ ์„ ์‹œ์ž‘ํ•  ์ค€๋น„๊ฐ€ ๋˜์…จ๋‚˜์š”?

๊ท€ํ•˜์˜ ๊ณผ์ œ์— ์œ ์‚ฌํ•œ ์†”๋ฃจ์…˜์„ ์ ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ•์— ๋Œ€ํ•ด ๋…ผ์˜ํ•ด ๋ณด๊ฒ ์Šต๋‹ˆ๋‹ค.

๋ฌธ์˜ํ•˜๊ธฐcaseStudyDetail.viewAllCaseStudies
Video Encoding

SCTE-35 ๋งˆ์ปค ํŒŒ์‹ฑ ๋ฐ ๋‹ค์ค‘ ํ”Œ๋žซํผ ํ”Œ๋ ˆ์ด์–ด ํ†ตํ•ฉ์„ ํ†ตํ•œ ํด๋ผ์ด์–ธํŠธ ์ธก ๊ด‘๊ณ  ์‚ฝ์ž…(CSAI)

ํ•œ ๋น„๋””์˜ค ์ŠคํŠธ๋ฆฌ๋ฐ ํ”Œ๋žซํผ์€ ์›น, ๋ชจ๋ฐ”์ผ ๋ฐ ์ปค๋„ฅํ‹ฐ๋“œ TV ์•ฑ ์ „๋ฐ˜์— ๊ฑธ์ณ Client-Side Ad Insertion (CSAI)์„ ๊ตฌํ˜„ํ•ด์•ผ ํ–ˆ์Šต๋‹ˆ๋‹ค. ์ด๋Š” ์„œ๋ฒ„ ์ธก ์‚ฝ์ž…์œผ๋กœ๋Š” ์ œ๊ณตํ•  ์ˆ˜ ์—†๋Š”, ํด๋ฆญ ๊ฐ€๋Šฅํ•œ ์˜ค๋ฒ„๋ ˆ์ด, ์ปดํŒจ๋‹ˆ์–ธ ๋ฐฐ๋„ˆ, ๊ฑด๋„ˆ๋›ฐ๊ธฐ ๋ฒ„ํŠผ ๋“ฑ ์™„์ „ํ•œ ๊ด‘๊ณ  ์ƒํ˜ธ์ž‘์šฉ ์ง€์›์„ ํ†ตํ•ด ๊ฐœ์ธํ™”๋œ ๊ธฐ๊ธฐ ์ˆ˜์ค€์˜ ๊ด‘๊ณ  ๊ฒฝํ—˜์„ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ•ฉ๋‹ˆ๋‹ค.

์‚ฌ๋ก€ ์—ฐ๊ตฌ ์ฝ๊ธฐ