Pipeline Validation Sample — Slovenia (500 random photos)

📊 CLIP photo-vs-art scoring

Below: the 60 lowest-scoring photos by q_is_photo (probability that this is a real photograph). Photos with scores marked in red are most likely non-photographs. Orange = borderline. Green = confident photograph.

Calibration question: what threshold should we use for Stage 1 deletion? Look at the photos and tell me — e.g. "delete at < 0.30" or "delete at < 0.45".

⚠ The 60 lowest-scoring photos (worst → best). If most look like non-photographs, threshold can be higher. If many real photos, threshold should be lower.

0.064 CGI render of person

Vladimir Putin

Vladimir_Putin_2026-03-15_06573707.jpg · IQA=68

0.079 CGI render of person

Anastasia Potapova

Anastasia_Potapova_2026-03-15_03593616.png · IQA=56

0.082 CGI render of person

Postar Lojz

Postar_Lojz_2025-01-21_1737545794879.jpg

0.303 CGI render of person

Bostjan Poklukar

Bostjan_Poklukar_2025-05-24_15350440.jpg

0.325 CGI render of person

Tian Nai Koren

Tian_Nai_Koren_2026-03-15_06454406.jpg · IQA=43

0.363 CGI render of person

Katy Perry

Katy_Perry_2026-03-15_05264833.jpg · IQA=68

0.387 CGI render of person

Dejan Vercic

Dejan_Vercic_2026-03-15_02090305.jpg · IQA=56

0.417 CGI render of person

Martina Ipsa

Martina_Ipsa_2026-03-15_05522201.jpg · IQA=66

0.432 CGI render of person

Aurelien Tchouameni

Aurelien_Tchouameni_2026-03-15_04070508.jpg · IQA=51

0.435 CGI render of person

Mikhail Varshavski

Mikhail_Varshavski_2026-03-15_06002107.jpg · IQA=73

0.454 CGI render of person

Lindsey Vonn

Lindsey_Vonn_2026-03-15_05362303.jpg · IQA=63

0.455 CGI render of person

Nicole Peltz

Nicole_Peltz_2026-03-15_06084620.jpg · IQA=63

0.465 CGI render of person

Aljaz Golcer

Aljaz_Golcer_2026-03-15_03563306.jpg · IQA=45

0.491 CGI render of person

Taylor Swift

Taylor_Swift_2026-03-15_06442303.jpg · IQA=63

0.523 photograph of person

Sara Briski

Sara_Briski_2026-03-15_03253024.jpg · IQA=51

0.534 photograph of person

Aljaz Ivacic

Aljaz_Ivacic_2026-03-15_03563909.jpg · IQA=68

0.535 photograph of person

Ivica Dacic

Ivica_Dacic_2026-03-15_05052002.jpg · IQA=57

0.547 photograph of person

Andrej Tavzelj

Andrej_Tavzelj_2026-03-15_01461406.jpg · IQA=63

0.554 photograph of person

Kim Raver

Kim_Raver_2026-03-15_05293106.jpg · IQA=31

0.557 photograph of person

Jakub Mensik

Jakub_Mensik_2026-03-15_05072910.png · IQA=57

0.560 photograph of person

Jonas Vingegaard

Jonas_Vingegaard_2026-03-15_05190603.png · IQA=53

0.565 photograph of person

Nejc Krevs

Nejc_Krevs_2026-03-15_03125920.jpg · IQA=40

0.569 photograph of person

Domen Kumer

Domen_Kumer_2025-05-24_22150235.jpg

0.579 photograph of person

Eric Dane

Eric_Dane_2026-03-15_04443108.jpg · IQA=70

0.582 photograph of person

Ekaterina Schulmann

Ekaterina_Schulmann_2026-03-15_04420012.webp · IQA=71

0.589 photograph of person

David Svarc

David_Svarc_2026-03-15_04330801.jpg · IQA=44

0.600 photograph of person

Luke Kennard

Luke_Kennard_2026-03-15_05395822.png · IQA=70

0.612 photograph of person

Kristjan Ceh

Kristjan_Ceh_2025-05-25_16050259.jpg

0.615 photograph of person

Jakub Mensik

Jakub_Mensik_2026-03-15_05072911.jpg · IQA=49

0.648 photograph of person

Michael Keaton

Michael_Keaton_2026-03-15_05575226.jpg · IQA=75

0.674 photograph of person

Nicola Peltz

Nicola_Peltz_2026-03-15_06080424.jpg · IQA=65

0.689 photograph of person

Marko Milosavljevic

Marko_Milosavljevic_2026-03-15_02590820.jpg · IQA=58

0.690 photograph of person

Franci Plibersek

Franci_Plibersek_2025-05-25_01550565.jpg

0.710 photograph of person

Domen Prevc

Domn_Prevc_2026-03-15_04375326.jpg · IQA=52

0.720 photograph of person

Sabrina Carpenter

Sabrina_Carpenter_2026-03-15_06295619.webp · IQA=61

0.722 photograph of person

Vittoria Ceretti

Vittoria_Ceretti_2026-03-15_06565112.jpg · IQA=42

0.726 photograph of person

Dejan Babosek

Dejan_Babosek_2026-03-15_02072804.jpg · IQA=56

0.727 photograph of person

Eric Trump

Eric_Tramp_2026-03-15_04444721.jpg · IQA=65

0.735 photograph of person

Jure Godler

Jure_Godler_2026-03-15_02401120.jpg · IQA=55

0.740 photograph of person

Zala Tomasic

Zala_Tomasic_2026-03-15_03450305.jpg · IQA=60

0.754 photograph of person

Lisa Rinna

Lisa_Rinna_2026-03-15_05365809.jpg · IQA=70

0.770 photograph of person

Dirk Nowitzki

Dirk_Nowitzki_2026-03-15_04364523.jpg · IQA=47

0.776 photograph of person

Jared Kushner

Jared_Kushner_2026-03-15_05095111.jpg · IQA=56

0.794 photograph of person

David Almansa

David_Almansa_2026-03-15_04314004.jpg · IQA=40

0.796 photograph of person

Stjepan Hauser

Stjepan_Hauser_2026-03-15_06413202.jpg · IQA=60

0.818 photograph of person

Domenica

Domenica_2024-11-07_1739186788785.jpg

0.822 photograph of person

Gianluca Prestianni

Gianluca_Prestianni_2026-03-15_04541907.webp · IQA=42

0.823 photograph of person

Klara Japelj

Klara_Japelj_2024-11-28_1738921392894.jpg

0.828 photograph of person

Ajda Sitar Zumer

Ajda_Sitar_Zumer_2026-03-15_01332509.jpg · IQA=46

0.829 photograph of person

Nicola Beckham

Nicola_Beckham_2026-03-15_06073903.jpg · IQA=64

0.831 photograph of person

Chris Pratt

Chris_Pratt_2026-03-15_04234717.jpg · IQA=64

0.843 photograph of person

Blaz Svab

Blaz_Svab_2026-03-15_01540910.jpg · IQA=69

0.843 photograph of person

Domenica

Domenica_2024-11-07_1739186677431.jpg

0.844 photograph of person

Primoz Roglic

Primoz_Roglic_2026-03-15_03190200.jpg · IQA=67

0.855 photograph of person

California

California_2015-01-01_1739190720737.jpg

0.855 photograph of person

Miha Blazic Ntoko

Miha_Blazic_Ntoko_2026-03-15_03071029.webp · IQA=49

0.856 photograph of person

J.J. Redick

Jj_Redick_2026-03-15_05160618.jpg · IQA=53

0.857 photograph of person

Joonas Erik Sillanpaa

Joonas_Erik_Sillanpaa_2025-01-16_1737550781950.jpg

0.858 photograph of person

Alan Cumming

Alan_Cumming_2026-03-15_03511615.jpg · IQA=43

0.859 photograph of person

Channing Tatum

Channing_Tatum_2026-03-15_04214808.jpg · IQA=57

👓 Eye-occlusion heuristic

The existing heuristic in data_audit_service.py:2607 flagged 2 of 500 photos (0.4%) as having occluded eyes (ski goggles / sunglasses / heavy visor).

0.986 photograph of person eyes occluded

Mojca Fatur

Mojca_Fatur_2026-03-15_03112610.jpg · IQA=65

0.946 photograph of person eyes occluded

Ivo Daneu

Ivo_Daneu_2026-03-15_02302329.jpg · IQA=48