Serbia Stage 4 Review

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Pipeline outcome

Of the 709 math-flagged outliers (d > 0.55) in Serbia, multi-signal cross-validation produced: Tier 1: 12 math+AWS+Gemini all "different" · Tier 2: 45 2/3 agree · Tier 3: 652 AWS+Gemini both rescued (skipped here).

Tier 1 are pre-selected for delete on load (you can override). Tier 2 needs human judgement. Skipped Tier 3 items appear to be legitimate photos of the right person that math happened to flag due to bucket diversity.

Use the filter buttons to focus by tier. Decisions auto-save to localStorage. Click Export to download a JSON to apply server-side.

#1 TIER 1 Dragan Jakovljević pid=88361 · d=0.985 · emb_id=204063
⚠ Outlier photo
math: d=0.985 AWS: different (1%) Gemini: different
The fourth photo shows a different individual with a full head of dark hair and distinct facial features compared to the balding man in the reference photos.
Dragan_Jakovljevic_2025-07-20_10500367.jpg
Top-3 reference photos of same person
#2 TIER 1 Medison Kiz pid=37588 · d=0.964 · emb_id=203586
⚠ Outlier photo
math: d=0.964 AWS: different (0%) Gemini: different
The fourth photo shows a different individual with distinct facial features, including different eye color, eyebrow shape, and the absence of the prominent facial moles seen in the reference photos.
Medison_Kejs_2026-01-12_15390611.jpg
Top-3 reference photos of same person
#3 TIER 1 Juan Carlos Ferrero pid=36070 · d=0.927 · emb_id=201484
⚠ Outlier photo
math: d=0.927 AWS: different (0%) Gemini: different
The fourth photo shows Carlos Alcaraz, who has significantly different facial features, hair color, and eyebrow density compared to Juan Carlos Ferrero.
Juan_Carlos_Ferrero_2025-07-20_2000033.jpg
Top-3 reference photos of same person
#4 TIER 1 Radoje Zvicer pid=35469 · d=0.853 · emb_id=138263
⚠ Outlier photo
math: d=0.853 AWS: different (1%) Gemini: different
The fourth photo depicts an older man with a distinct long mustache and different facial structure compared to the younger man in the first three photos.
Mile_Kapetan_2026-03-14_03005204.jpg
Top-3 reference photos of same person
#5 TIER 1 Miloš Pantović pid=65158 · d=0.822 · emb_id=67466
⚠ Outlier photo
math: d=0.822 AWS: different (0%) Gemini: different
The fourth photo shows a different individual with a narrower face shape, different nose structure, and distinct eye spacing compared to the reference photos.
Miloš_Pantović_2026-01-17_22292814.jpg
Top-3 reference photos of same person
#6 TIER 1 Miloš Pantović pid=65158 · d=0.795 · emb_id=81831
⚠ Outlier photo
math: d=0.795 AWS: different (0%) Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape, eye shape, and dental structure compared to the reference photos.
Miloš_Pantović_2026-01-17_22292801.jpg
Top-3 reference photos of same person
#7 TIER 1 Aleksandar Nikolic pid=36355 · d=0.769 · emb_id=204516
⚠ Outlier photo
math: d=0.769 AWS: different (0%) Gemini: different
The fourth photo depicts a woman with heavy makeup and long braided hair, whereas the first three photos show a man with short hair and distinct facial features.
Aleksandar_Nikolic_2026-01-28_20523112.jpg
Top-3 reference photos of same person
#8 TIER 1 Marija Milošević pid=89523 · d=0.736 · emb_id=136211
⚠ Outlier photo
math: d=0.736 AWS: different (3%) Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape and eye structure, compared to the first three photos.
Marija_Milosevic_2026-03-14_02324203.jpg
Top-3 reference photos of same person
#9 TIER 1 Aleksa Uskoković pid=91698 · d=0.680 · emb_id=200319
⚠ Outlier photo
math: d=0.680 AWS: different (27%) Gemini: different
The reference photos show two different people (an older man and a younger man), and the 4th photo is a third distinct individual with different facial structure and features.
Aleksa_Uskokovic_2025-07-20_12350365.jpg
Top-3 reference photos of same person
#10 TIER 1 Vladimir Putin pid=36001 · d=0.623 · emb_id=202064
⚠ Outlier photo
math: d=0.623 AWS: different (46%) Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape and eye structure, compared to the reference photos of Vladimir Putin.
Al-sara_Putin_2026-03-13_22553211.jpg
Top-3 reference photos of same person
#11 TIER 1 Aleksa Uskoković pid=91698 · d=0.618 · emb_id=200767
⚠ Outlier photo
math: d=0.618 AWS: different (4%) Gemini: different
The first three photos show two different individuals (an older man and a younger man with light eyes), and the fourth photo shows a third distinct individual with different facial features and dark eyes.
Aleksa_Uskokovic_2025-07-20_1235034.jpg
Top-3 reference photos of same person
#12 TIER 1 Aleksandar Prijović pid=65863 · d=0.564 · emb_id=67666
⚠ Outlier photo
math: d=0.564 AWS: different (1%) Gemini: different
The first three photos show a woman (Aleksandra Prijović), while the fourth photo shows a man (Aleksandar Prijović).
Aleksandar_Prijovic_2026-01-12_15170409.jpg
Top-3 reference photos of same person
#13 TIER 2 Nataša Ninković pid=35798 · d=0.994 · emb_id=202614
⚠ Outlier photo
math: d=0.994 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape and dental structure compared to the reference photos.
Natasa_Ninkovic_2026-01-25_17593110.webp
Top-3 reference photos of same person
#14 TIER 2 Anastasia Pavlyuchenkova pid=37749 · d=0.974 · emb_id=200703
⚠ Outlier photo
math: d=0.974 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape, eye color, and skin texture compared to the first three reference photos.
Anastasia_Pavlyuchenkova_2025-07-21_14300556.webp
Top-3 reference photos of same person
#15 TIER 2 Marcus Thuram pid=66285 · d=0.951 · emb_id=204051
⚠ Outlier photo
math: d=0.951 AWS: unsure Gemini: different
The fourth photo depicts a completely different individual with different skin tone, facial structure, and features compared to Marcus Thuram.
Marcus_Thuram_2025-07-19_21500313.webp
Top-3 reference photos of same person
#16 TIER 2 Klemen Prepelič pid=36022 · d=0.948 · emb_id=202671
⚠ Outlier photo
math: d=0.948 AWS: same (100%) Gemini: different
The fourth photo shows a different individual with a lower hairline, different eyebrow shape, and distinct facial skin texture compared to the reference photos.
Klemen_Prepelic_2026-01-12_15353409.jpg
Top-3 reference photos of same person
#17 TIER 2 Tosin Adarabijo pid=36213 · d=0.929 · emb_id=203380
⚠ Outlier photo
math: d=0.929 AWS: unsure Gemini: different
The fourth photo shows an individual with a different nose shape, eye structure, and facial proportions compared to Tosin Adarabioyo.
Tosin_Adarabijo_2025-07-19_16200326.webp
Top-3 reference photos of same person
#18 TIER 2 Kevin Panter pid=35487 · d=0.926 · emb_id=202321
⚠ Outlier photo
math: d=0.926 AWS: same (100%) Gemini: different
The fourth photo shows Andrew Wiggins, who has distinctively different eye shapes, nose structure, and hairline compared to Kevin Punter.
Kevin_Panter_2026-01-17_22255619.jpg
Top-3 reference photos of same person
#19 TIER 2 Marcus Thuram pid=66285 · d=0.915 · emb_id=200597
⚠ Outlier photo
math: d=0.915 AWS: unsure Gemini: different
The fourth photo depicts a completely different individual with different skin tone, facial structure, and features compared to Marcus Thuram.
Marcus_Thuram_2025-07-19_21500320.webp
Top-3 reference photos of same person
#20 TIER 2 Marcus Thuram pid=66285 · d=0.906 · emb_id=204365
⚠ Outlier photo
math: d=0.906 AWS: unsure Gemini: different
The fourth photo depicts a completely different individual with different facial features, skin tone, and appears to be a digital illustration rather than a photograph.
Marcus_Thuram_2025-07-19_2150035.webp
Top-3 reference photos of same person
#21 TIER 2 Aleksa Sarai pid=92008 · d=0.905 · emb_id=202375
⚠ Outlier photo
math: d=0.905 AWS: unsure Gemini: different
The fourth photo depicts a man, while the first three reference photos depict a woman.
Aleksa_Sarai_2025-07-21_0025042.webp
Top-3 reference photos of same person
#22 TIER 2 Marcus Thuram pid=66285 · d=0.862 · emb_id=200533
⚠ Outlier photo
math: d=0.862 AWS: unsure Gemini: different
The fourth photo depicts a completely different individual with different facial features, skin tone, and ethnicity compared to Marcus Thuram.
Marcus_Thuram_2025-07-19_21500324.webp
Top-3 reference photos of same person
#23 TIER 2 Jorgovanka Tabaković pid=35598 · d=0.839 · emb_id=203106
⚠ Outlier photo
math: d=0.839 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape and eye structure, compared to the first three reference photos of Jorgovanka Tabaković.
Jorgovanka_Tabakovic_2025-07-21_02400570.webp
Top-3 reference photos of same person
#24 TIER 2 Deklan Rajs pid=35971 · d=0.836 · emb_id=201613
⚠ Outlier photo
math: d=0.836 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape and eye structure, compared to the first three reference photos of Declan Rice.
Deklan_Rajs_2025-07-20_13050416.webp
Top-3 reference photos of same person
#25 TIER 2 Jakub Menšík pid=35429 · d=0.833 · emb_id=201783
⚠ Outlier photo
math: d=0.833 AWS: unsure Gemini: different
The fourth photo shows a different individual, likely tennis player Hamad Medjedovic, who has distinct facial features and eye shape compared to Jakub Menšík.
Jakub_Mensik_2026-01-25_17442910.webp
Top-3 reference photos of same person
#26 TIER 2 Diandre Hanter pid=37300 · d=0.831 · emb_id=201088
⚠ Outlier photo
math: d=0.831 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, including a wider nose bridge and different eye shape compared to the first three photos.
Diandre_Hanter_2025-07-22_11100465.webp
Top-3 reference photos of same person
#27 TIER 2 Mile Pajic pid=71695 · d=0.827 · emb_id=204157
⚠ Outlier photo
math: d=0.827 AWS: unsure Gemini: different
The facial features, specifically the nose shape, eye color, and ear structure, do not match the younger individual in the reference photos.
Mile_Pajic_2025-07-19_21300425.webp
Top-3 reference photos of same person
#28 TIER 2 Jorgos Barcokas pid=42778 · d=0.824 · emb_id=203140
⚠ Outlier photo
math: d=0.824 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape and the presence of facial hair not seen in the reference photos.
Jorgos_Barcokas_2025-07-17_17150437.webp
Top-3 reference photos of same person
#29 TIER 2 Jessica Pegula pid=35523 · d=0.822 · emb_id=201282
⚠ Outlier photo
math: d=0.822 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, specifically a different nose shape and ear structure compared to Jessica Pegula.
Jessica_Pegula_2025-07-18_20050336.webp
Top-3 reference photos of same person
#30 TIER 2 Aleksandar Prijović pid=65863 · d=0.795 · emb_id=202548
⚠ Outlier photo
math: d=0.795 AWS: same (100%) Gemini: different
The reference photos contain a mix of two different people (a woman and a man), and the 4th photo matches the woman in photos 1 and 3, but not the man in photo 2.
Aleksandar_Prijovic_2026-02-09_15153120.jpg
Top-3 reference photos of same person
#31 TIER 2 Gelor Kanga pid=41626 · d=0.795 · emb_id=200611
⚠ Outlier photo
math: d=0.795 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, specifically a different nose shape and ear structure compared to the reference photos.
Gelor_Kanga_2025-07-18_17350337.webp
Top-3 reference photos of same person
#32 TIER 2 Slobodan Milošević pid=35716 · d=0.776 · emb_id=200440
⚠ Outlier photo
math: d=0.776 AWS: unsure Gemini: different
The fourth photo is a composite image showing Benjamin Netanyahu on the left and Slobodan Milošević on the right.
Slobodan_Milosevic_2025-07-18_18200560.webp
Top-3 reference photos of same person
#33 TIER 2 Florijan Pletenberg pid=92127 · d=0.768 · emb_id=201475
⚠ Outlier photo
math: d=0.768 AWS: same (100%) Gemini: different
The first photo shows a different individual with distinct facial features, including a wider jawline and different eye shape, compared to the person in the other three photos.
Florijan_Pletenberg_2025-07-22_20000444.jpg
Top-3 reference photos of same person
#34 TIER 2 Tami Abraham pid=36797 · d=0.748 · emb_id=202955
⚠ Outlier photo
math: d=0.748 AWS: unsure Gemini: different
The first three photos show Isa Ali Pantami, while the fourth photo is of the professional footballer Tammy Abraham, who has completely different facial features and hair.
Tami_Abraham_2026-01-28_21054004.webp
Top-3 reference photos of same person
#35 TIER 2 Filip Korac pid=91885 · d=0.746 · emb_id=201689
⚠ Outlier photo
math: d=0.746 AWS: same (97%) Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape, hairline, and eye structure compared to the first three reference photos.
Filip_Korac_2025-07-21_2120062.jpg
Top-3 reference photos of same person
#36 TIER 2 Tami Abraham pid=36797 · d=0.720 · emb_id=201012
⚠ Outlier photo
math: d=0.720 AWS: unsure Gemini: different
The first three photos show Isa Ali Pantami, while the fourth photo is of the professional footballer Tammy Abraham, who has distinctly different facial features and bone structure.
Tami_Abraham_2026-01-25_18113020.webp
Top-3 reference photos of same person
#37 TIER 2 Lorenco Muzeti pid=35531 · d=0.701 · emb_id=203141
⚠ Outlier photo
math: d=0.701 AWS: unsure Gemini: different
The fourth photo shows Francisco Cerundolo, who has distinct facial features and a different mole pattern compared to Lorenzo Musetti in the reference photos.
Lorenco_Muzeti_2026-01-25_17492026.webp
Top-3 reference photos of same person
#38 TIER 2 Santijago Himenez pid=37245 · d=0.640 · emb_id=200518
⚠ Outlier photo
math: d=0.640 AWS: unsure Gemini: different
The individuals have vastly different ages, facial structures, eye colors, and hair characteristics.
Santijago_Himenez_2026-01-25_18063110.webp
Top-3 reference photos of same person
#39 TIER 2 Aleksa Uskoković pid=91698 · d=0.626 · emb_id=203533
⚠ Outlier photo
math: d=0.626 AWS: same (100%) Gemini: different
The first photo shows an older man with grey hair, while the other three photos show a much younger man with brown hair.
Aleksa_Uskokovic_2026-02-09_15050308.jpg
Top-3 reference photos of same person
#40 TIER 2 Manu Koné pid=36599 · d=0.625 · emb_id=59108
⚠ Outlier photo
math: d=0.625 AWS: different (24%) Gemini: same
The facial features, including the nose shape, eye structure, and distinctive dental gap, are consistent across all images.
Manu_Kone_2025-07-22_0950066.jpg
Top-3 reference photos of same person
#41 TIER 2 Tomislav Nikolić pid=36275 · d=0.614 · emb_id=203221
⚠ Outlier photo
math: d=0.614 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different eye color, nose shape, and skin texture compared to the reference photos.
Tomislav_Nikolic_2026-01-04_13551109.webp
Top-3 reference photos of same person
#42 TIER 2 Anastasia Pavlyuchenkova pid=37749 · d=0.606 · emb_id=202484
⚠ Outlier photo
math: d=0.606 AWS: unsure Gemini: different
The fourth photo shows a different person, likely Anastasia Potapova, who has distinct facial features and lip shape compared to Anastasia Pavlyuchenkova in the reference photos.
Anastasija_Potapova_2025-07-21_15200543.webp
Top-3 reference photos of same person
#43 TIER 2 Lorenco Muzeti pid=35531 · d=0.605 · emb_id=201407
⚠ Outlier photo
math: d=0.605 AWS: same (100%) Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape and the absence of the prominent mole near the right eye seen in the reference photos.
Lorenco_Muzeti_2026-01-04_13384227.jpg
Top-3 reference photos of same person
#44 TIER 2 Danijel Altmajer pid=92686 · d=0.604 · emb_id=203746
⚠ Outlier photo
math: d=0.604 AWS: unsure Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different eye shape and eyebrow structure compared to the reference photos.
Danijel_Altmajer_2025-07-19_2115023.webp
Top-3 reference photos of same person
#45 TIER 2 Aleksandar Pantić pid=65215 · d=0.600 · emb_id=204760
⚠ Outlier photo
math: d=0.600 AWS: same (100%) Gemini: different
The fourth photo shows a different individual with distinct facial structure, eye shape, and hairline compared to the reference photos.
Aleksandar_Pantić_2026-02-09_15123803.jpg
Top-3 reference photos of same person
#46 TIER 2 Aleksa Uskoković pid=91698 · d=0.596 · emb_id=203764
⚠ Outlier photo
math: d=0.596 AWS: same (100%) Gemini: different
The first photo shows an older man, while the other three photos show a much younger man with different facial features.
Aleksa_Uskokovic_2026-02-09_15050305.jpg
Top-3 reference photos of same person
#47 TIER 2 Paulius Motejunas pid=35840 · d=0.596 · emb_id=203378
⚠ Outlier photo
math: d=0.596 AWS: same (100%) Gemini: different
The fourth photo shows a different individual with distinct facial features, including a different nose shape and eye area, compared to the reference photos.
Paulius_Motejunas_2025-07-21_06150428.jpg
Top-3 reference photos of same person
#48 TIER 2 Manu Koné pid=36599 · d=0.583 · emb_id=201610
⚠ Outlier photo
math: d=0.583 AWS: unsure Gemini: different
The fourth photo shows a person with a prominent gap between their front teeth, which is not present in the reference photos of Manu Koné.
Manu_Kone_2026-01-04_14075219.webp
Top-3 reference photos of same person
#49 TIER 2 Aleksandar Pantić pid=65215 · d=0.579 · emb_id=205004
⚠ Outlier photo
math: d=0.579 AWS: same (100%) Gemini: different
The fourth photo shows a different individual with distinct facial structure, eye shape, and nose profile compared to the reference photos.
Aleksandar_Pantić_2026-03-13_21592415.jpg
Top-3 reference photos of same person
#50 TIER 2 Ansu Fati pid=36028 · d=0.575 · emb_id=203992
⚠ Outlier photo
math: d=0.575 AWS: unsure Gemini: different
The fourth photo shows Vinícius Júnior, who has distinct facial features, a different nose shape, and a different hairline compared to Ansu Fati.
Ansu_Fati_2025-07-22_19050537.webp
Top-3 reference photos of same person
#51 TIER 2 Aleksa Uskoković pid=91698 · d=0.574 · emb_id=201389
⚠ Outlier photo
math: d=0.574 AWS: same (100%) Gemini: different
The first photo shows an older man with grey hair, while the other three photos show a much younger man with brown curly hair.
Aleksa_Uskokovic_2026-02-09_15050306.jpg
Top-3 reference photos of same person
#52 TIER 2 Usnija Redžepova pid=63843 · d=0.574 · emb_id=204273
⚠ Outlier photo
math: d=0.574 AWS: different (17%) Gemini: same
The facial features, including the eye shape, nose structure, and distinctive smile, are consistent across all images, showing the same individual at different ages.
Usnija_Redzepova_2026-01-04_13570110.jpg
Top-3 reference photos of same person
#53 TIER 2 Aleksa Uskoković pid=91698 · d=0.570 · emb_id=203672
⚠ Outlier photo
math: d=0.570 AWS: same (100%) Gemini: different
The first three photos show two different people (an older man and a younger man), and the fourth photo matches the older man from the first photo, but not the younger man in photos two and three.
Aleksa_Uskokovic_2025-07-20_12350310.jpg
Top-3 reference photos of same person
#54 TIER 2 Manuel Ugartea pid=36919 · d=0.568 · emb_id=202092
⚠ Outlier photo
math: d=0.568 AWS: unsure Gemini: different
The fourth photo shows a different individual with a more elongated face shape, different nose structure, and distinct eyebrow arch compared to Manuel Ugarte.
Manuel_Ugartea_2025-07-21_0610045.webp
Top-3 reference photos of same person
#55 TIER 2 Aleksa Uskoković pid=91698 · d=0.563 · emb_id=200823
⚠ Outlier photo
math: d=0.563 AWS: unsure Gemini: different
The first photo shows an elderly man, while the other three photos show a young man with completely different facial features.
Aleksa_Uskokovic_2026-02-09_15050301.webp
Top-3 reference photos of same person
#56 TIER 2 Eduardo Camavinga pid=35815 · d=0.554 · emb_id=201249
⚠ Outlier photo
math: d=0.554 AWS: unsure Gemini: different
The fourth photo shows Michael Olise, who has different facial features and a different hairline compared to Eduardo Camavinga.
Eduardo_Camavinga_2025-07-22_08550521.webp
Top-3 reference photos of same person
#57 TIER 2 Aleksandar Prijović pid=65863 · d=0.550 · emb_id=86651
⚠ Outlier photo
math: d=0.550 AWS: same (100%) Gemini: different
The reference photos contain two different people (a woman and a man), and the 4th photo matches the man in the 2nd photo but not the woman in the 1st and 3rd.
Aleksandar_Prijovic_2026-01-12_15170403.png
Top-3 reference photos of same person