Company work — The Blue Studio · BLUE LAB, March 2026. Published with the company’s permission. Actor names, source-photo filenames and dataset paths are generalized; the actor dataset itself is private. 더블루스튜디오 BLUE LAB 재직 중 회사 실무(2026.03) · 회사 허락 후 공개 · 배우 데이터셋(비공개)
Pipeline Report
Pipeline Execution Report
Female actor (actor_f) · 2026-03-18 · 25 input → 19 final
Identity check (ArcFace)
20
-5 dropped
Face occlusion filter
19
-1 dropped
Tone consistency + dedup
19
① Identity check (ArcFace, threshold=0.41)
20 PASS 5 REJECT ▾
PASS1.0000photo_01.jpg
PASS0.4656photo_02.jpg
PASS0.8375photo_04.jpg
REJECT0.4014photo_07.jpg (below threshold)
REJECT—photo_16.jpg (no face detected)
REJECT0.2391photo_23.jpg
REJECT0.1852photo_24.jpg
REJECT0.3054photo_25.jpg
② Chest-up auto-crop
20 processed ▾
CROP2544→2131photo_01.jpg
CROP2544→2064photo_02.jpg
KEEPface=31.7%photo_08.jpg (already chest-up)
KEEPface=40.4%photo_09.jpg (already chest-up)
CROP7728→3113photo_17.jpg
③ Quality filter (Q-score)
20/20 PASS ▾
PASSQ=0.689photo_13.webp (sharp=478, det=0.861)
PASSQ=0.541photo_22.jpg (sharp=223, det=0.872)
PASSQ=0.145photo_06.jpg (sharp=102, det=0.685) — lowest
④ Face occlusion filter (VDark > 0.15)
19 PASS 1 REJECT ▾
REJECTvd=0.168photo_10.jpg (face occlusion detected)
PASSvd=0.024photo_13.webp (top pass)
⑤⑥ Tone consistency + dedup
19/19 PASS ▾
PASSz=0.23photo_09.jpg (best tone consistency)
PASSz=1.86photo_19.jpg (near upper limit, passed)
0 duplicates — all passed
Final Result
Source25
Identity passed20
Cropped20
Quality passed20
Occlusion filter19
Tone filter19
After dedup19
Final dataset19 ✓
AI-Toolkit recommended: num_repeats=1 · steps=4000 · epochs ~421