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e1cb7eb21bae9f0f2e1c5680f487d7dfc5cdcc8f
8460s-image-rd/assets-library/models-performance.json
choijaewook e1cb7eb21b meeting-103 v2.1 clean R5+R6 ✅: byeolyi-default.png ref = pastel 69.66% (+13pp 점프) 
R5 (3/5 success):
- 5-1: Stage 3 Refiner denoise 0.25 → 49.85% (효과 미미)
- 5-2: PuLID 0.5 / 5-3: strength_type=attn_bias → CUDA error
- 5-4: Qwen fp8 full 25-step → 0%/100% (3회 연속 black)
- 5-5: Hanok winter snow → 48.65% (spring/winter > summer)

R6 (4/5 success, 별이 huge best 발견):
- 6-1: ref byeolyi-916.png → 52.99% (-3.4pp vs 6-2)
- 6-2: ref byeolyi-default.png → ★★★ 69.66% ⭐⭐⭐ 전체 best
- 6-3: multi-redux → error
- 6-4: Qwen fp8 + ModelSamplingAuraFlow shift=3.0 → 0%/100% (4회째 black)
- 6-5: Hanok dancheong (Korean color cues) → 15.09%

⭐ 핵심 발견: PuLID reference 이미지 교체가 dramatic effect
   byeolyi-ref-768x1344 (R4-1 = 56.41%) → byeolyi-default (R6-2 = 69.66%) = +13.25pp

진행: R9 legacy 44.5% → R1 48.5% → R2 49.99% → R3 50.47% → R4 56.41% → R6 69.66%

Qwen fp8 60갑자 트랙: 4회 연속 black 출력 (R3,R4,R5,R6) — 워크플로 구조 결함 확정
- failed-patterns에 'qwen-fp8-multi-attempt-black-output' 명시
- 향후 Qwen-Image 2.0 native (non-distill) 시도 필요

R6-2 워크플로: assets-library/workflows/winner_auto_high-illustration_auto-R6-clean-6-2-flux-dev.json
2026-05-20 00:03:37 +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": 8,
"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
],
"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
]
},
"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": 37,
"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
],
"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
]
},
"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
}
],
"verdict": "파스텔 평균 32.1% (27회) / 검정 평균 3.65%"
},
"pulid-flux": {
"rounds_used": 31,
"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
],
"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
]
},
"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
}
],
"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": 14,
"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
],
"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
]
},
"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
}
],
"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"
]
}
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