Pipeline Report

Pipeline Execution Report

Female actor (mzyeoja) · 2026-03-18 · 25 input → 19 final

Source input 25
Identity check (ArcFace) 20
-5 dropped
Chest-up crop 20
Quality filter 20
Face occlusion filter 19
-1 dropped
Tone consistency + dedup 19
Final dataset 19 ✓

① Identity check (ArcFace, threshold=0.41)

20 PASS 5 REJECT ▾
PASS1.0000KakaoTalk_20260309_133922597.jpg
PASS0.4656...597_01.jpg
PASS0.8375...597_03.jpg
REJECT0.4014...164625497.jpg (below threshold)
REJECT—...497_09.jpg (no face detected)
REJECT0.2391...497_16.jpg
REJECT0.1852...497_17.jpg
REJECT0.3054...497_18.jpg

② Chest-up auto-crop

20 processed ▾
CROP2544→2131...597.jpg
CROP2544→2064...597_01.jpg
KEEPface=31.7%...497_01.jpg (already chest-up)
KEEPface=40.4%...497_02.jpg (already chest-up)
CROP7728→3113...497_10.jpg

③ Quality filter (Q-score)

20/20 PASS ▾
PASSQ=0.689...497_06.webp (sharp=478, det=0.861)
PASSQ=0.541...497_15.jpg (sharp=223, det=0.872)
PASSQ=0.145...597_05.jpg (sharp=102, det=0.685) — lowest

④ Face occlusion filter (VDark > 0.15)

19 PASS 1 REJECT ▾
REJECTvd=0.168...497_03.jpg (face occlusion detected)
PASSvd=0.024...497_06.webp (top pass)

⑤⑥ Tone consistency + dedup

19/19 PASS ▾
PASSz=0.23...497_02.jpg (best tone consistency)
PASSz=1.86...497_12.jpg (near upper limit, passed)
0 duplicates — all passed

⑦ Variety report

▾
32%
Front (6)
26%
3/4 view (5)
42%
Side (8)

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