├── .gitignore ├── README.md ├── config.py ├── dataset ├── dataset.py └── generate_file_list.py ├── images ├── face_quality.jpg ├── table1.png ├── table2.png ├── table3.png └── train.png ├── models ├── focal.py ├── metrics.py └── model_resnet.py ├── test_faces ├── 1-Harry_Belafonte_1.jpg ├── 10-Brent_Coles_2.jpg ├── 100-David_McCullough_3.jpg ├── 101-Jack_Osbourne_2.jpg ├── 102-Daniel_Bruehl_2.jpg ├── 103-Clint_Howard_3.jpg ├── 104-James_Franco_2.jpg ├── 105-Bill_Herrion_1.jpg ├── 106-Arturo_Gatti_2.jpg ├── 107-Alfred_Ford_3.jpg ├── 108-Franco_Frattini_2.jpg ├── 109-Ed_Sullivan_1.jpg ├── 11-Brent_Coles_2.jpg ├── 110-Alexa_Vega_3.jpg ├── 111-Dusty_Baker_1.jpg ├── 112-Claudio_Abbado_3.jpg ├── 113-Aidan_Quinn_3.jpg ├── 114-Christian_Lacroix_1.jpg ├── 115-Elizabeth_Pena_2.jpg ├── 116-Daryl_Smith_1.jpg ├── 117-Connie_Freydell_2.jpg ├── 118-Ahmed_Qureia_1.jpg ├── 119-Ahmed_Qureia_1.jpg ├── 12-Corinne_Coman_1.jpg ├── 120-Gerard_de_Cortanze_2.jpg ├── 121-David_Canary_3.jpg ├── 122-David_Canary_3.jpg ├── 123-Dennis_Erickson_2.jpg ├── 124-Aaron_Pena_2.jpg ├── 125-Aaron_Pena_2.jpg ├── 126-Abdul_Majeed_Shobokshi_1.jpg ├── 127-Hamid_Reza_Asefi_1.jpg ├── 128-Amy_Cotton_2.jpg ├── 129-Jamling_Norgay_1.jpg ├── 13-Adam_Ant_2.jpg ├── 130-David_Arquette_3.jpg ├── 131-David_Arquette_3.jpg ├── 132-Barbara_Walters_3.jpg ├── 133-Azmi_Bishara_3.jpg ├── 134-Azmi_Bishara_3.jpg ├── 135-Andy_Bryant_3.jpg ├── 136-Earl_Scruggs_3.jpg ├── 137-Grady_Little_2.jpg ├── 138-Bertrand_Bonello_2.jpg ├── 139-Elizabeth_Hurley_1.jpg ├── 14-Claudio_Lopez_1.jpg ├── 140-Holly_Hunter_1.jpg ├── 141-Emyr_Jones_Parry_1.jpg ├── 142-Alejandro_Toledo_3.jpg ├── 143-Christian_Von_Wernich_1.jpg ├── 144-Dan_Duquette_3.jpg ├── 145-Edward_Seaga_1.jpg ├── 146-Dennis_Erickson_3.jpg ├── 147-Eddie_Murray_3.jpg ├── 148-Chung_Mong-hun_3.jpg ├── 149-Chuck_Finley_1.jpg ├── 150-Bertie_Ahern_3.jpg ├── 151-Geoffrey_Rush_1.jpg ├── 152-Alastair_Campbell_3.jpg ├── 153-Herb_Sendek_3.jpg ├── 154-David_Bowie_1.jpg ├── 155-Eladio_Larez_3.jpg ├── 156-Ismail_Khan_1.jpg ├── 157-Ian_Huntley_2.jpg ├── 158-Daja_Bedanova_2.jpg ├── 159-Cecile_de_France_1.jpg ├── 16-Adam_Ant_1.jpg ├── 160-Dennis_Johnson_1.jpg ├── 161-Dan_Morales_3.jpg ├── 162-Anastasia_Kelesidou_1.jpg ├── 163-Felipe_De_Borbon_3.jpg ├── 164-George_Maxwell_Richards_3.jpg ├── 165-Hu_Maoyuan_3.jpg ├── 166-Bernard_Giraudeau_3.jpg ├── 167-Greg_Kinsey_2.jpg ├── 168-Hisao_Oguchi_3.jpg ├── 169-Catherine_Zeta_Jones_1.jpg ├── 17-Brendan_Gaughan_2.jpg ├── 170-Bobby_Jackson_2.jpg ├── 171-Albaro_Recoba_1.jpg ├── 172-Andres_Manuel_Lopez_Obrador_3.jpg ├── 173-Elmar_Brok_3.jpg ├── 174-Elmar_Brok_3.jpg ├── 175-Diana_Taylor_2.jpg ├── 176-Diana_Taylor_2.jpg ├── 177-Jackie_Sherrill_2.jpg ├── 178-Christian_Wulff_2.jpg ├── 179-Ari_Fleischer_1.jpg ├── 18-David_Shayler_3.jpg ├── 180-Guenter_Verheugen_1.jpg ├── 181-Claudette_Robinson_2.jpg ├── 182-Flavia_Pennetta_3.jpg ├── 183-Andre_Bucher_1.jpg ├── 184-Donatella_Versace_1.jpg ├── 185-Buford_Blount_2.jpg ├── 186-Dick_Armey_2.jpg ├── 187-Andy_Garcia_3.jpg ├── 188-Alex_Wallau_2.jpg ├── 189-Carla_Tricoli_2.jpg ├── 19-Dominique_de_Villepin_2.jpg ├── 190-Garry_McCoy_1.jpg ├── 191-Bill_Sizemore_2.jpg ├── 192-Aron_Ralston_3.jpg ├── 193-Brook_Robinson_1.jpg ├── 194-Brook_Robinson_1.jpg ├── 195-Brian_Mulroney_2.jpg ├── 196-Dave_Wannstedt_2.jpg ├── 197-Eli_Stutsman_3.jpg ├── 198-Bill_Mauldin_1.jpg ├── 199-David_McCullough_1.jpg ├── 2-Elijah_Wood_1.jpg ├── 20-Dominique_de_Villepin_2.jpg ├── 200-Fernando_Gonzalez_3.jpg ├── 201-Irina_Yatchenko_2.jpg ├── 202-Gerard_Butler_2.jpg ├── 203-Dolly_Parton_1.jpg ├── 204-Baz_Luhrmann_3.jpg ├── 205-Baz_Luhrmann_3.jpg ├── 206-Abel_Aguilar_2.jpg ├── 207-David_Coulthard_1.jpg ├── 208-Eric_Taino_3.jpg ├── 209-Hipolito_Mejia_1.jpg ├── 21-Bob_Hope_3.jpg ├── 210-Carlos_Mesa_1.jpg ├── 211-Antonio_Bernardo_2.jpg ├── 212-Fruit_Chan_3.jpg ├── 213-James_Spalding_2.jpg ├── 214-Bill_Richardson_3.jpg ├── 215-Abel_Pacheco_2.jpg ├── 216-Carolina_Barco_2.jpg ├── 217-Carolina_Barco_2.jpg ├── 218-Bob_Geldof_1.jpg ├── 219-Akbar_Al_Baker_3.jpg ├── 22-Gholamreza_Aghazadeh_3.jpg ├── 220-Chan_Gailey_2.jpg ├── 221-Daisy_Fuentes_2.jpg ├── 222-Denise_van_Outen_1.jpg ├── 223-Alan_Mulally_3.jpg ├── 224-Itzhak_Perlman_1.jpg ├── 225-David_Westerfield_3.jpg ├── 226-Art_Howe_2.jpg ├── 227-Claire_Tomalin_3.jpg ├── 228-Herb_Dhaliwal_2.jpg ├── 229-Hussam_Mohammed_Amin_1.jpg ├── 23-Andrew_Firestone_1.jpg ├── 230-Aitor_Gonzalez_3.jpg ├── 231-Aitor_Gonzalez_3.jpg ├── 232-Aitor_Gonzalez_3.jpg ├── 233-Aitor_Gonzalez_3.jpg ├── 234-Eve_Ensler_1.jpg ├── 235-Gisele_Bundchen_1.jpg ├── 236-Geoffrey_Rush_2.jpg ├── 237-Amram_Mitzna_3.jpg ├── 238-Andy_Dick_1.jpg ├── 239-Andrei_Nikolishin_1.jpg ├── 24-Celso_Lafer_2.jpg ├── 240-James_Brown_3.jpg ├── 241-Enrique_Bolanos_1.jpg ├── 242-Aaron_Guiel_1.jpg ├── 243-Anderson_Varejao_3.jpg ├── 244-Cristina_Saralegui_2.jpg ├── 245-Heath_Ledger_1.jpg ├── 246-Heath_Ledger_1.jpg ├── 247-Gil_de_Ferran_1.jpg ├── 248-Christopher_Reeve_1.jpg ├── 249-Aretha_Franklin_1.jpg ├── 25-Dominique_Perben_1.jpg ├── 250-Butch_Davis_3.jpg ├── 251-Bob_Melvin_2.jpg ├── 252-Daniel_Day-Lewis_1.jpg ├── 253-Franz_Muentefering_3.jpg ├── 254-Don_Boudria_1.jpg ├── 255-Albert_Montanes_3.jpg ├── 256-Bobby_Kielty_3.jpg ├── 257-Angela_Merkel_1.jpg ├── 258-Angela_Merkel_1.jpg ├── 259-Christian_Lacroix_3.jpg ├── 26-Holly_Hunter_3.jpg ├── 260-Danny_Ainge_2.jpg ├── 261-Frank_Pallone_1.jpg ├── 262-Bonnie_Hunt_2.jpg ├── 263-Ian_Gillan_2.jpg ├── 264-Abbas_Kiarostami_3.jpg ├── 265-James_Brazelton_2.jpg ├── 266-Coleen_Rowley_3.jpg ├── 267-Dionigi_Tettamanzi_3.jpg ├── 268-Eduard_Shevardnadze_1.jpg ├── 269-Donny_Osmond_3.jpg ├── 27-Filippo_Volandri_2.jpg ├── 270-Andres_DAlessandro_3.jpg ├── 271-Gary_Gitnick_3.jpg ├── 272-Barbara_De_Brun_1.jpg ├── 273-Craig_Wilson_1.jpg ├── 274-Glafcos_Clerides_2.jpg ├── 275-Dominik_Garcia-Lorido_2.jpg ├── 276-Ahmet_Necdet_Sezer_1.jpg ├── 277-Amanda_Bynes_2.jpg ├── 278-Brian_Kerr_3.jpg ├── 279-Gustavo_Cisneros_1.jpg ├── 28-Don_King_3.jpg ├── 280-Coretta_Scott_King_3.jpg ├── 281-Gloria_Allred_3.jpg ├── 282-Hee-Won_Han_1.jpg ├── 283-Bijan_Darvish_1.jpg ├── 284-Gillian_Anderson_3.jpg ├── 285-Darrell_Issa_1.jpg ├── 286-Freddy_Garcia_1.jpg ├── 287-James_Lockhart_2.jpg ├── 288-Eric_Lindros_2.jpg ├── 289-Anna_Chicherova_2.jpg ├── 29-Elizabeth_Smart_1.jpg ├── 290-Alejandro_Gonzalez_Inarritu_2.jpg ├── 291-Franz_Muentefering_1.jpg ├── 292-Dave_McNally_1.jpg ├── 293-Elena_Dementieva_2.jpg ├── 294-Eric_Christian_Olsen_2.jpg ├── 295-Emilio_Azcarraga_Jean_1.jpg ├── 296-Floyd_Mayweather_2.jpg ├── 297-Andrei_Mikhnevich_2.jpg ├── 298-Colin_Prescot_1.jpg ├── 299-Ben_Cohen_2.jpg ├── 3-Emelie_Loit_2.jpg ├── 30-Elizabeth_Smart_1.jpg ├── 300-Carlo_Azeglio_Ciampi_3.jpg ├── 301-Horst_Koehler_2.jpg ├── 302-Hermann_Maier_1.jpg ├── 303-Hermann_Maier_1.jpg ├── 304-Bryan_Adams_3.jpg ├── 305-Bryan_Adams_3.jpg ├── 306-Francis_Crick_2.jpg ├── 307-Alan_Tang_Kwong-wing_2.jpg ├── 308-Alejandro_Gonzalez_Inarritu_1.jpg ├── 309-Gary_Condit_3.jpg ├── 31-Barry_Williams_3.jpg ├── 310-Agbani_Darego_2.jpg ├── 311-Chris_Pronger_2.jpg ├── 312-James_Murdoch_2.jpg ├── 313-Hugh_Grant_2.jpg ├── 314-Christy_Turlington_3.jpg ├── 315-Celine_Dion_2.jpg ├── 316-Frank_Hsieh_2.jpg ├── 317-Frank_Hsieh_2.jpg ├── 318-Brennon_Leighton_1.jpg ├── 319-Dragan_Covic_3.jpg ├── 32-Abdullah_2.jpg ├── 320-Imran_Khan_2.jpg ├── 321-Douglas_Gansler_3.jpg ├── 322-Daniel_Zelman_2.jpg ├── 323-Daniel_Zelman_2.jpg ├── 33-Isabella_Rossellini_2.jpg ├── 34-Barbra_Streisand_3.jpg ├── 35-Gideon_Yago_2.jpg ├── 36-Dominik_Hrbaty_3.jpg ├── 39-Brian_Scalabrine_2.jpg ├── 4-Emelie_Loit_2.jpg ├── 40-Jack_Nicholson_2.jpg ├── 41-David_McCallum_1.jpg ├── 42-David_McCallum_1.jpg ├── 43-Hugo_Chavez_3.jpg ├── 44-Doc_Rivers_3.jpg ├── 45-Aaron_Tippin_2.jpg ├── 46-Gloria_Gaynor_3.jpg ├── 47-Douglas_Paal_3.jpg ├── 48-James_Traficant_1.jpg ├── 49-Harry_Kalas_2.jpg ├── 5-Emelie_Loit_2.jpg ├── 50-Gwendal_Peizerat_2.jpg ├── 51-Charles_Grassley_2.jpg ├── 52-Clifford_Etienne_3.jpg ├── 53-Chris_Cornell_1.jpg ├── 54-Allan_Houston_1.jpg ├── 55-Eric_Lloyd_1.jpg ├── 56-Evander_Holyfield_3.jpg ├── 57-Edgar_Savisaar_1.jpg ├── 58-Edgar_Savisaar_1.jpg ├── 59-Debra_Messing_1.jpg ├── 6-Celine_Dion_1.jpg ├── 60-Arsinee_Khanjian_2.jpg ├── 61-Denzel_Washington_3.jpg ├── 62-Alejandro_Avila_3.jpg ├── 63-Dianne_Reeves_1.jpg ├── 64-Iban_Mayo_3.jpg ├── 65-Eric_Christian_Olsen_1.jpg ├── 66-Alexandre_Daigle_3.jpg ├── 67-Ivan_Helguera_3.jpg ├── 68-Gore_Vidal_2.jpg ├── 69-Daniele_Nardello_3.jpg ├── 7-James_Wolfensohn_2.jpg ├── 70-Hugh_Hefner_2.jpg ├── 71-Gene_Sauers_1.jpg ├── 72-Alanis_Morissette_1.jpg ├── 73-Fatmir_Limaj_1.jpg ├── 74-Fatmir_Limaj_1.jpg ├── 75-Dominik_Garcia-Lorido_1.jpg ├── 76-Bryan_Thomas_2.jpg ├── 77-Charley_Armey_3.jpg ├── 78-David_Collenette_1.jpg ├── 79-Andrei_Nikolishin_2.jpg ├── 8-Guy_Ritchie_3.jpg ├── 80-Bela_Karolyi_3.jpg ├── 81-Claire_Danes_3.jpg ├── 82-Ester_Canadas_1.jpg ├── 83-Fernando_Alonso_1.jpg ├── 84-Evan_Marriott_3.jpg ├── 85-Emanuel_Ginobili_1.jpg ├── 86-Carlos_Bianchi_2.jpg ├── 87-Carlos_Iturgaitz_2.jpg ├── 88-Carmen_Electra_1.jpg ├── 89-Andy_Hebb_1.jpg ├── 9-Guy_Ritchie_3.jpg ├── 90-Edward_Burns_3.jpg ├── 91-Eli_Stutsman_2.jpg ├── 92-James_Gibson_1.jpg ├── 93-Daniel_Scioli_1.jpg ├── 94-Islam_Karimov_1.jpg ├── 95-Dan_Dickau_1.jpg ├── 96-Charles_Bronson_1.jpg ├── 97-Elsa_Zylberstein_3.jpg ├── 98-Elsa_Zylberstein_3.jpg └── 99-Gonzalo_Sanchez_de_Lozada_3.jpg ├── test_quality.py ├── train_feature.py ├── train_quality.py └── util ├── __init__.py ├── cosine_lr_scheduler.py ├── utils.py └── verification.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deepcam-cn/FaceQuality/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 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