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f34be5f58f78c741f32619139410595242e10481
8460s-image-rd/assets-library/models-performance.json
choijaewook f34be5f58f meeting-103 v2.1 clean R7+R8 🏆 BREAKTHROUGH: dpmpp_2m karras = pastel 82.43% 
R7 (3/5 success, R6-2 sweet spot 확인):
- 7-1: PuLID 0.85 (default ref) → 64.45% (less than R6-2)
- 7-2: PuLID 0.6 (default ref) → 65.93%
- 7-3: seed 999777 → CUDA error
- 7-4: Stage 3 Refiner d=0.20 → CUDA error
- 7-5: Pony V6 60갑자 calligraphy → 18.09% (검정 회피 OK)

R8 (5/5 success, 🏆 거대한 발견):
- 8-1: seed 200000 → 65.73% (variance -3.93pp)
- 8-2: seed 555555 → 64.30%
- 8-3: guidance 2.5 → 62.71% (낮은 guidance = 파스텔 감소)
- 8-4: guidance 5.0 → 69.99% (R6-2와 동일)
- 8-5: dpmpp_2m karras → 🏆 82.43% ⭐⭐⭐⭐⭐ 전체 best (+12.77pp)

⭐ 핵심 발견 2: 샘플러 변경의 dramatic effect
   euler/simple (R6-2 69.66%) → dpmpp_2m/karras (R8-5 82.43%) = +12.77pp

누적 진행 (R9 legacy → R8):
44.5% → 48.5% → 49.99% → 50.47% → 56.41% → 69.66% → 82.43% = +37.93pp

자산 라이브러리:
- workflows: winner_auto 11 + winner_auto_high 4 + winner_auto_breakthrough 1
- 8-5 워크플로 = 타로/12지신/별이 시리즈 재활용 표준 베이스
2026-05-20 00:15:56 +09:00

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{
"_initialized_at": "2026-05-19T21:47:00+09:00",
"_dimensions": [
"byeolyi",
"hanja",
"hanok",
"illustration",
"korean_traditional"
],
"_thresholds": {
"byeolyi": 8,
"hanja": 4.5,
"hanok": 4.5
},
"_protected_models": [
"qwen-image-2.0",
"qwen-image-2512",
"qwen-image-layered",
"qwen-edit-2511",
"flux-dev",
"flux-schnell",
"flux-kontext",
"flux-fill",
"flux-redux",
"pulid-flux",
"pony-v6",
"illustrious",
"lightning-lora-qwen"
],
"models": {
"pony-v6": {
"rounds_used": 9,
"dimensions": {
"byeolyi": [],
"hanja": [],
"hanok": [],
"illustration": [],
"korean_traditional": [],
"auto_pastel": [
42.5,
42.1,
41.8,
21.5,
13.1,
8.9,
21.2,
21.3,
30.8,
14.1,
29.9,
77.3,
18.09
],
"auto_black": [
0.61,
0.68,
0.37,
0.01,
0.01,
0.15,
0.06,
0.03,
0.41,
0.17,
0.17,
0.03,
0.02
]
},
"avg_scores": {},
"best_combinations": [
{
"round": "R3-clean",
"id": "3-5",
"variant": "Pony V6 img2img from byeolyi-ref (denoise 0.65)",
"pastel_pct": 77.3,
"black_pct": 0.03
}
],
"verdict": "파스텔 평균 30.4% (12회) / 검정 평균 0.23%"
},
"flux-dev": {
"rounds_used": 44,
"dimensions": {
"byeolyi": [],
"hanja": [],
"hanok": [],
"illustration": [],
"korean_traditional": [],
"auto_pastel": [
20.1,
29.7,
12.3,
9.99,
27.51,
48.5,
12.87,
25.65,
9.99,
27.51,
48.5,
12.87,
25.65,
9.99,
27.51,
48.5,
12.87,
48.82,
48.93,
38.52,
49.99,
44.45,
50.47,
49.89,
56.41,
50.36,
17.72,
49.85,
48.65,
52.99,
69.66,
15.09,
64.45,
65.93,
65.73,
64.3,
62.71,
69.99,
82.43
],
"auto_black": [
3.11,
0.0,
0.16,
13.98,
0.79,
0.27,
11.67,
1.95,
13.98,
0.79,
0.27,
11.67,
1.95,
13.98,
0.79,
0.27,
11.67,
0.34,
0.46,
0.48,
0.18,
4.3,
0.24,
0.22,
0.2,
0.86,
3.97,
0.08,
3.7,
0.5,
0.05,
12.46,
0.01,
0.19,
0.03,
0.05,
0.0,
0.47,
0.0
]
},
"avg_scores": {},
"best_combinations": [
{
"round": "R1-clean",
"id": "1-4",
"variant": "PuLID 0.7 + Redux 0.5",
"pastel_pct": 48.5,
"black_pct": 0.27
},
{
"round": "R2-clean",
"id": "2-1",
"variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
"pastel_pct": 48.82,
"black_pct": 0.34
},
{
"round": "R2-clean",
"id": "2-2",
"variant": "PuLID 0.7 + Redux 0.7",
"pastel_pct": 48.93,
"black_pct": 0.46
},
{
"round": "R2-clean",
"id": "2-4",
"variant": "PuLID 0.85 + Redux 0.5",
"pastel_pct": 49.99,
"black_pct": 0.18
},
{
"round": "R3-clean",
"id": "3-1",
"variant": "PuLID 0.7 + Redux 0.85",
"pastel_pct": 50.47,
"black_pct": 0.24
},
{
"round": "R3-clean",
"id": "3-2",
"variant": "PuLID 0.6 + Redux 0.7",
"pastel_pct": 49.89,
"black_pct": 0.22
},
{
"round": "R4-clean",
"id": "4-1",
"variant": "PuLID 0.7 + Redux 1.0 (max)",
"pastel_pct": 56.41,
"black_pct": 0.2
},
{
"round": "R4-clean",
"id": "4-2",
"variant": "PuLID 0.85 + Redux 0.7 (combine best)",
"pastel_pct": 50.36,
"black_pct": 0.86
},
{
"round": "R6-clean",
"id": "6-2",
"variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
"pastel_pct": 69.66,
"black_pct": 0.05
},
{
"round": "R8-clean",
"id": "8-5",
"variant": "R6-2 baseline + dpmpp_2m karras",
"pastel_pct": 82.43,
"black_pct": 0.0,
"_BREAKTHROUGH": true
}
],
"verdict": "파스텔 평균 32.1% (27회) / 검정 평균 3.65%"
},
"pulid-flux": {
"rounds_used": 38,
"dimensions": {
"byeolyi": [],
"hanja": [],
"hanok": [],
"illustration": [],
"korean_traditional": [],
"auto_pastel": [
30.2,
33.7,
44.5,
9.99,
27.51,
48.5,
25.65,
9.99,
27.51,
48.5,
25.65,
9.99,
27.51,
48.5,
48.82,
48.93,
38.52,
49.99,
50.47,
49.89,
56.41,
50.36,
49.85,
52.99,
69.66,
64.45,
65.93,
65.73,
64.3,
62.71,
69.99,
82.43
],
"auto_black": [
0.73,
2.51,
1.11,
13.98,
0.79,
0.27,
1.95,
13.98,
0.79,
0.27,
1.95,
13.98,
0.79,
0.27,
0.34,
0.46,
0.48,
0.18,
0.24,
0.22,
0.2,
0.86,
0.08,
0.5,
0.05,
0.01,
0.19,
0.03,
0.05,
0.0,
0.47,
0.0
]
},
"avg_scores": {},
"best_combinations": [
{
"round": 9,
"id": "9-1",
"weight": 1.0,
"fusion": "mean",
"black_pct": 1.11,
"pastel_pct": 44.5,
"note": "전체 라운드 best pastel 1위"
},
{
"round": "R1-clean",
"id": "1-4",
"variant": "PuLID 0.7 + Redux 0.5",
"pastel_pct": 48.5,
"black_pct": 0.27
},
{
"round": "R2-clean",
"id": "2-1",
"variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
"pastel_pct": 48.82,
"black_pct": 0.34
},
{
"round": "R2-clean",
"id": "2-2",
"variant": "PuLID 0.7 + Redux 0.7",
"pastel_pct": 48.93,
"black_pct": 0.46
},
{
"round": "R2-clean",
"id": "2-4",
"variant": "PuLID 0.85 + Redux 0.5",
"pastel_pct": 49.99,
"black_pct": 0.18
},
{
"round": "R3-clean",
"id": "3-1",
"variant": "PuLID 0.7 + Redux 0.85",
"pastel_pct": 50.47,
"black_pct": 0.24
},
{
"round": "R3-clean",
"id": "3-2",
"variant": "PuLID 0.6 + Redux 0.7",
"pastel_pct": 49.89,
"black_pct": 0.22
},
{
"round": "R4-clean",
"id": "4-1",
"variant": "PuLID 0.7 + Redux 1.0 (max)",
"pastel_pct": 56.41,
"black_pct": 0.2
},
{
"round": "R4-clean",
"id": "4-2",
"variant": "PuLID 0.85 + Redux 0.7 (combine best)",
"pastel_pct": 50.36,
"black_pct": 0.86
},
{
"round": "R6-clean",
"id": "6-2",
"variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
"pastel_pct": 69.66,
"black_pct": 0.05
},
{
"round": "R8-clean",
"id": "8-5",
"variant": "R6-2 baseline + dpmpp_2m karras",
"pastel_pct": 82.43,
"black_pct": 0.0,
"_BREAKTHROUGH": true
}
],
"verdict": "파스텔 평균 36.9% (22회) / 검정 평균 2.56%"
},
"qwen-image-2512": {
"rounds_used": 1,
"dimensions": {
"byeolyi": [],
"hanja": [],
"hanok": [],
"illustration": [],
"korean_traditional": []
},
"avg_scores": {},
"best_combinations": [],
"verdict": "워크플로우 결함 — 5KB 검정 latent (v1~v4 4차 시도 모두 실패)"
},
"flux-schnell": {
"rounds_used": 4,
"dimensions": {
"auto_pastel": [
24.0,
36.4
],
"auto_black": [
13.92,
0.9
]
},
"avg_scores": {},
"best_combinations": [],
"verdict": "파스텔 평균 30.2% (2회) / 검정 평균 7.41%"
},
"qwen-edit-2511": {
"rounds_used": 8,
"dimensions": {},
"avg_scores": {},
"best_combinations": [],
"verdict": "Stage 2 인페인트 6차 실패 — Qwen 계열 GGUF Q4 환경 호환성 결함 확정"
},
"flux-redux": {
"rounds_used": 21,
"dimensions": {
"byeolyi": [],
"hanja": [],
"hanok": [],
"illustration": [],
"korean_traditional": [],
"auto_pastel": [
48.5,
48.5,
48.5,
48.82,
48.93,
38.52,
49.99,
50.47,
49.89,
56.41,
50.36,
49.85,
52.99,
69.66,
64.45,
65.93,
65.73,
64.3,
62.71,
69.99,
82.43
],
"auto_black": [
0.27,
0.27,
0.27,
0.34,
0.46,
0.48,
0.18,
0.24,
0.22,
0.2,
0.86,
0.08,
0.5,
0.05,
0.01,
0.19,
0.03,
0.05,
0.0,
0.47,
0.0
]
},
"avg_scores": {},
"best_combinations": [
{
"round": "R1-clean",
"id": "1-4",
"variant": "PuLID 0.7 + Redux 0.5",
"pastel_pct": 48.5,
"black_pct": 0.27
},
{
"round": "R2-clean",
"id": "2-1",
"variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
"pastel_pct": 48.82,
"black_pct": 0.34
},
{
"round": "R2-clean",
"id": "2-2",
"variant": "PuLID 0.7 + Redux 0.7",
"pastel_pct": 48.93,
"black_pct": 0.46
},
{
"round": "R2-clean",
"id": "2-4",
"variant": "PuLID 0.85 + Redux 0.5",
"pastel_pct": 49.99,
"black_pct": 0.18
},
{
"round": "R3-clean",
"id": "3-1",
"variant": "PuLID 0.7 + Redux 0.85",
"pastel_pct": 50.47,
"black_pct": 0.24
},
{
"round": "R3-clean",
"id": "3-2",
"variant": "PuLID 0.6 + Redux 0.7",
"pastel_pct": 49.89,
"black_pct": 0.22
},
{
"round": "R4-clean",
"id": "4-1",
"variant": "PuLID 0.7 + Redux 1.0 (max)",
"pastel_pct": 56.41,
"black_pct": 0.2
},
{
"round": "R4-clean",
"id": "4-2",
"variant": "PuLID 0.85 + Redux 0.7 (combine best)",
"pastel_pct": 50.36,
"black_pct": 0.86
},
{
"round": "R6-clean",
"id": "6-2",
"variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
"pastel_pct": 69.66,
"black_pct": 0.05
},
{
"round": "R8-clean",
"id": "8-5",
"variant": "R6-2 baseline + dpmpp_2m karras",
"pastel_pct": 82.43,
"black_pct": 0.0,
"_BREAKTHROUGH": true
}
],
"verdict": "파스텔 평균 49.0% (11회) / 검정 평균 0.34%"
},
"flux-dev-refiner": {
"rounds_used": 2,
"dimensions": {
"byeolyi": [],
"hanja": [],
"hanok": [],
"illustration": [],
"korean_traditional": [],
"auto_pastel": [
48.82,
49.85
],
"auto_black": [
0.34,
0.08
]
},
"avg_scores": {},
"best_combinations": [
{
"round": "R2-clean",
"id": "2-1",
"variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
"pastel_pct": 48.82,
"black_pct": 0.34
}
],
"verdict": "파스텔 평균 48.8% (1회) / 검정 평균 0.34%"
},
"qwen-image-2.0": {
"rounds_used": 4,
"dimensions": {
"byeolyi": [],
"hanja": [],
"hanok": [],
"illustration": [],
"korean_traditional": [],
"auto_pastel": [
0.0,
0.0,
0.0,
0.0
],
"auto_black": [
100.0,
100.0,
100.0,
100.0
]
},
"avg_scores": {},
"best_combinations": [],
"verdict": "파스텔 평균 0.0% (2회) / 검정 평균 100.00%"
},
"lightning-lora-qwen": {
"rounds_used": 2,
"dimensions": {
"byeolyi": [],
"hanja": [],
"hanok": [],
"illustration": [],
"korean_traditional": [],
"auto_pastel": [
0.0,
0.0
],
"auto_black": [
100.0,
100.0
]
},
"avg_scores": {},
"best_combinations": [],
"verdict": "파스텔 평균 0.0% (2회) / 검정 평균 100.00%"
}
},
"_processed_rounds": [
"R1-clean",
"R2-clean",
"R3-clean",
"R4-clean",
"R5-clean",
"R6-clean",
"R7-clean",
"R8-clean"
]
}
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