Pipeline outcome
After all prior cleanup passes (lap/IQA filters, AWS audit cleanup, Gemini pass 1 + 2, name canonicalization), the cleanup pipeline scanned all 25,603 Slovenia photos at d > 0.55 threshold and found 17 outliers.
Each outlier was cross-validated with AWS CompareFaces (vs top-3 references) and Gemini relational comparison.
All 17 outliers came back as Tier 3 — math flagged them, but BOTH AWS and Gemini confirm same person.
This means the math identified photos far from the bucket's centroid, but they ARE the right person — typically because the bucket has photos from different time periods, lighting, or because the bucket recently absorbed photos from a merged/renamed declension variant. These should be kept.
Conclusion: Slovenia DB is essentially clean at d > 0.55. No new deletions warranted.
#1
TIER 3
Timo Mastnak
⚠ Outlier photo
math: d=0.658
AWS: same (100%)
Gemini: same
The facial features, including the eye shape, nose structure, and dental alignment, are consistent across all four images.
Top-3 reference photos of same person
#2
TIER 3
Jesse Van Rootselaar
⚠ Outlier photo
math: d=0.651
AWS: same (99%)
Gemini: same
The facial features, including the eye shape, nose structure, and lip contour, are consistent with a younger version of the individual in the reference photos.
Top-3 reference photos of same person
#3
TIER 3
Jernej Vrtovec
⚠ Outlier photo
math: d=0.613
AWS: same (100%)
Gemini: same
The facial features, including the hairline, nose shape, and ear structure, are identical across all four photos.
Top-3 reference photos of same person
#4
TIER 3
Lojze Peterle
⚠ Outlier photo
math: d=0.606
AWS: same (100%)
Gemini: same
The facial features, including the distinctive eye shape, nose structure, and beard pattern, are identical across all four images.
Top-3 reference photos of same person
#5
TIER 3
Marc Odermatt
⚠ Outlier photo
math: d=0.603
AWS: same (100%)
Gemini: same
The facial features, including the nose shape, dental structure, and eye crinkle patterns, are identical across all four photos.
Top-3 reference photos of same person
#6
TIER 3
Lojze Peterle
⚠ Outlier photo
math: d=0.600
AWS: unsure
Gemini: same
The fourth photo shows the same facial features, including the distinctive eyebrow shape, nose structure, and rimless glasses seen in the reference photos.
Top-3 reference photos of same person
#7
TIER 3
Melania Trump
⚠ Outlier photo
math: d=0.600
AWS: same (100%)
Gemini: same
The facial features, including the eye shape, nose structure, and lip contour, are consistent across all four images.
Top-3 reference photos of same person
#8
TIER 3
Lojze Peterle
⚠ Outlier photo
math: d=0.589
AWS: same (100%)
Gemini: same
The facial features, including the unique nose shape, eye color, beard pattern, and specific rimless glasses, are identical across all four images.
Top-3 reference photos of same person
#9
TIER 3
Marc Odermatt
⚠ Outlier photo
math: d=0.580
AWS: same (100%)
Gemini: same
The facial features, including the distinct nose shape, eye structure, and chin profile, are consistent across all four images.
Top-3 reference photos of same person
#10
TIER 3
Andrej Klepac
⚠ Outlier photo
math: d=0.565
AWS: same (100%)
Gemini: same
The facial features, including the eye shape, nose structure, and dental alignment, are consistent across all four images.
Top-3 reference photos of same person
#11
TIER 3
Miro Cerar
⚠ Outlier photo
math: d=0.563
AWS: same (100%)
Gemini: same
The facial features, including the nose shape, eye color, and distinctive ear structure, are consistent across all four images.
Top-3 reference photos of same person
#12
TIER 3
Lojze Peterle
⚠ Outlier photo
math: d=0.563
AWS: same (100%)
Gemini: same
The facial features, including the distinctive nose shape, eyebrow structure, and eyewear, are identical across all four images.
Top-3 reference photos of same person
#13
TIER 3
Miro Cerar
⚠ Outlier photo
math: d=0.561
AWS: same (100%)
Gemini: same
The facial features, including the nose shape, eye structure, and hairline, are identical across all four images.
Top-3 reference photos of same person
#14
TIER 3
Timo Mastnak
⚠ Outlier photo
math: d=0.561
AWS: same (100%)
Gemini: same
The facial features, including the eye shape, nose structure, and dental alignment, are consistent across all four images.
Top-3 reference photos of same person
#15
TIER 3
Lojze Peterle
⚠ Outlier photo
math: d=0.559
AWS: same (100%)
Gemini: same
The facial features, including the unique eyebrow shape, nose structure, and beard pattern, are identical across all four images.
Top-3 reference photos of same person
#16
TIER 3
Jasna Podreka
⚠ Outlier photo
math: d=0.555
AWS: same (100%)
Gemini: same
The facial features, including the distinctive nose shape, eye color, and identical eyeglass frames, match the reference photos perfectly.
Top-3 reference photos of same person
#17
TIER 3
Lojze Peterle
⚠ Outlier photo
math: d=0.551
AWS: same (100%)
Gemini: same
The facial features, including the distinct eyebrow shape, nose structure, and beard pattern, are identical across all four images.
Top-3 reference photos of same person