celia // marketplace platform 2.7.0 · hub@bbef4a83

models

par v1

classification model · 102 classes

description

Pedestrian Attribute Recognition (PAR) classifier — sigmoid multi-label over 102 person attributes (gender, age bands, headwear incl. hat/glasses/facemask, clothing types incl. shirt_ppe/rain_coat, carried items, phone usage, ...), run as an SGIE on person crops in warehouse deployments. Emits `<attribute>_scores` per tracked person; PAR02 reads using_phone_scores from it. The broad attribute set makes it the go-to SGIE for new appearance-based person rules (dress code, carried objects, headwear) without training a dedicated model. Classifier only — no boxes.

use cases

  • phone-usage-while-moving detection in warehouses (PAR02)
  • dress-code / uniform / PPE-adjacent appearance checks via clothing attributes
  • person description & filtering (gender, age band, headwear, carried items)
  • prototyping new per-person attribute rules before training a dedicated classifier

classes

gender_malegender_femalegender_otherage_less_than_15age_16_30age_30_35age_46_60age_more_than_60head_hair_losshead_long_hairhead_black_hairhead_color_hairhead_hathead_glasseshead_sun_glasseshead_facemaskhead_coverhead_othershirt_somishirt_tshirtshirt_sweatershirt_hoodieshirt_short_coatshirt_long_coatshirt_vestshirt_skirtshirt_ppeshirt_rain_coatshirt_noneshirt_longshirt_othertayao_longtayao_shorttayao_tanktopshirtcolor_blackshirtcolor_whiteshirtcolor_grayshirtcolor_redshirtcolor_greenshirtcolor_blueshirtcolor_yellowshirtcolor_brownshirtcolor_purpleshirtcolor_pinkshirtcolor_orangeshirtcolor_mixshirtcolor_otherpant_jeanpant_quanthungpant_legingpant_vestpant_vay_xoepant_vay_suonpant_vay_bopant_otherpantlength_anglepantlength_kneepantlength_upper_kneepantcolor_blackpantcolor_whitepantcolor_graypantcolor_redpantcolor_greenpantcolor_bluepantcolor_yellowpantcolor_brownpantcolor_purplepantcolor_pinkpantcolor_orangepantcolor_mixpantcolor_othershoes_slippershoes_sport_shoesshoes_bootshoes_giay_aushoes_caogotshoes_bupbeshoes_otherstatus_standstatus_sitstatus_liestatus_sleepstatus_walk_runstatus_otheraction_use_phoneaction_hand_takingaction_deo_vat_tren_canh_tayaction_deo_vat_tren_vaiaction_be_tre_emaction_cong_tre_emaction_bung_beaction_pushaction_otherthing_phonething_tui_vi_cam_taything_tui_vi_xach_taything_tui_deo_cheothing_backbackthing_boxthing_weapondthing_clothesthing_other

required by rules