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Men | Ethnic Wear | Dhoti Kurta | Plain Dupion Silk Dhoti Kurta in Fawn | Men-Ethnic_Wear-Dhoti_Kurta_plain-dupion-silk-dhoti-kurta-in-fawn-v1-mht26 |
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Men | Ethnic Wear | Dhoti Kurta | Solid Color Dupion Silk Dhoti Kurta in Royal Blue | Men-Ethnic_Wear-Dhoti_Kurta_solid-color-dupion-silk-dhoti-kurta-in-royal-blue-v1-mtr453 |
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Men | Ethnic Wear | Dhoti Kurta | Solid Color Rayon Asymmetric Dhoti Kurta in Black | Men-Ethnic_Wear-Dhoti_Kurta_solid-color-rayon-asymmetric-dhoti-kurta-in-black-v1-mxh176 |
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Men | Ethnic Wear | Dhoti Kurta | Solid Color Art Silk Kurta Set in Beige | Men-Ethnic_Wear-Dhoti_Kurta_solid-color-art-silk-kurta-set-in-beige-v1-mxh187 |
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Men | Ethnic Wear | Dhoti Kurta | Solid Color Rayon Kurta Set in Black | Men-Ethnic_Wear-Dhoti_Kurta_solid-color-rayon-kurta-set-in-black-v1-mxh188 |
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Men | Ethnic Wear | Dhoti Kurta | Printed Dupion Silk Dhoti Kurta in Red | Men-Ethnic_Wear-Dhoti_Kurta_mty21 |
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Men | Ethnic Wear | Dhoti Kurta | Plain Dupion Silk Dhoti Kurta with Jacket in Maroon and Black | Men-Ethnic_Wear-Dhoti_Kurta_mpc791 |
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Men | Ethnic Wear | Dhoti Kurta | Plain Kurta Set in Navy Blue | Men-Ethnic_Wear-Dhoti_Kurta_plain-kurta-set-in-navy-blue-v1-mxh149 |
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Men | Ethnic Wear | Dhoti Kurta | Woven Pure Silk Dhoti with Kurta in Cream | Men-Ethnic_Wear-Dhoti_Kurta_woven-pure-silk-dhoti-with-kurta-in-cream-v1-mxt164 |
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Men | Ethnic Wear | Dhoti Kurta | Solid Color Dupion Silk Dhoti Kurta in White | Men-Ethnic_Wear-Dhoti_Kurta_solid-color-dupion-silk-dhoti-kurta-in-white-v1-mtr472 |
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Men | Ethnic Wear | Dhoti Kurta | Contrast Patch Border Dupion Silk Short Dhoti Kurta in Off White | Men-Ethnic_Wear-Dhoti_Kurta_mpc764 |
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Men | Ethnic Wear | Dhoti Kurta | Solid Color Rayon Kurta Set in Peach Orange | Men-Ethnic_Wear-Dhoti_Kurta_solid-color-rayon-kurta-set-in-peach-orange-v1-mxh182 |
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Men | Ethnic Wear | Dhoti Kurta | Plain Art Dupion Silk Dhoti Kurta in Red | Men-Ethnic_Wear-Dhoti_Kurta_mpc771 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with black boarder | Men-Ethnic_Wear-Dhoti_Pants_BlueHillsSilver295_large |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Off White | Men-Ethnic_Wear-Dhoti_Pants_thu1564_4 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with mejantha boarder | Men-Ethnic_Wear-Dhoti_Pants_ElantraMejantha255_large |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with gold boarder | Men-Ethnic_Wear-Dhoti_Pants_Sethu320_large |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with silver boarder | Men-Ethnic_Wear-Dhoti_Pants_karthi235_large |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Beige | Men-Ethnic_Wear-Dhoti_Pants_mpc569 |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Beige | Men-Ethnic_Wear-Dhoti_Pants_mpc568 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Navy Blue | Men-Ethnic_Wear-Dhoti_Pants_thu1563 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with gold boarder | Men-Ethnic_Wear-Dhoti_Pants_Supremestar245-1_large |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with silver boarder | Men-Ethnic_Wear-Dhoti_Pants_Prabhu225_large |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with gold boarder | Men-Ethnic_Wear-Dhoti_Pants_1ingold_large |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Off White | Men-Ethnic_Wear-Dhoti_Pants_mpc661 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti deep maroon with gold boarder | Men-Ethnic_Wear-Dhoti_Pants_ThumbaDeepMaroon220_large |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Maroon | Men-Ethnic_Wear-Dhoti_Pants_mpc656 |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Black | Men-Ethnic_Wear-Dhoti_Pants_mpc659 |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Beige | Men-Ethnic_Wear-Dhoti_Pants_mpc638 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Maroon | Men-Ethnic_Wear-Dhoti_Pants_plain-cotton-silk-churidar-in-maroon-v1-mtr278 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with black boarder | Men-Ethnic_Wear-Dhoti_Pants_BlueHillsBlack295_large |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in White | Men-Ethnic_Wear-Dhoti_Pants_plain-cotton-silk-churidar-in-white-v1-mtr275 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Light Beige | Men-Ethnic_Wear-Dhoti_Pants_thu1581_4 |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Light Beige | Men-Ethnic_Wear-Dhoti_Pants_mpc579 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with blue boarder | Men-Ethnic_Wear-Dhoti_Pants_ElantraBlue255_large |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Beige | Men-Ethnic_Wear-Dhoti_Pants_mpc660 |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Beige | Men-Ethnic_Wear-Dhoti_Pants_mpc649 |
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Men | Ethnic Wear | Dhoti Pants | Plain Dupion Silk Dhoti in Maroon | Men-Ethnic_Wear-Dhoti_Pants_mpc330 |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Off White | Men-Ethnic_Wear-Dhoti_Pants_mpc570 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Churidar in White | Men-Ethnic_Wear-Dhoti_Pants_plain-cotton-churidar-in-white-v1-mtr274 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Beige | Men-Ethnic_Wear-Dhoti_Pants_thu1050 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Navy Blue | Men-Ethnic_Wear-Dhoti_Pants_thu1589_4 |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in White | Men-Ethnic_Wear-Dhoti_Pants_mpc642 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with gold boarder | Men-Ethnic_Wear-Dhoti_Pants_GoldDarma235_large |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with green boarder | Men-Ethnic_Wear-Dhoti_Pants_kamkargre_large |
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Men | Ethnic Wear | Dhoti Pants | Plain Dupion Silk Churidar in Mustard | Men-Ethnic_Wear-Dhoti_Pants_plain-dupion-silk-churidar-in-mustard-v1-mtr424 |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in Off White | Men-Ethnic_Wear-Dhoti_Pants_mpc647 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Dark Beige | Men-Ethnic_Wear-Dhoti_Pants_thu1551 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Black | Men-Ethnic_Wear-Dhoti_Pants_thu1549 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with gold boarder | Men-Ethnic_Wear-Dhoti_Pants_RubyStar370-1_large |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with silver jari boarder | Men-Ethnic_Wear-Dhoti_Pants_atsi1_large |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with silver boarder | Men-Ethnic_Wear-Dhoti_Pants_Dharma235_large |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Maroon | Men-Ethnic_Wear-Dhoti_Pants_thu1587_4 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Orange | Men-Ethnic_Wear-Dhoti_Pants_plain-cotton-silk-churidar-in-orange-v1-mtr279 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Dark Fuchsia | Men-Ethnic_Wear-Dhoti_Pants_thu1578_4 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with blue boarder | Men-Ethnic_Wear-Dhoti_Pants_Dhanush180_large |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with silver boarder | Men-Ethnic_Wear-Dhoti_Pants_Hasan200_large |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with bottle green boarder | Men-Ethnic_Wear-Dhoti_Pants_ElantraBottelGreen255_large |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Beige | Men-Ethnic_Wear-Dhoti_Pants_thu1574_4 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Beige | Men-Ethnic_Wear-Dhoti_Pants_plain-cotton-silk-churidar-in-beige-v1-mtr280 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with gold boarder | Men-Ethnic_Wear-Dhoti_Pants_Ajith300_large |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Red | Men-Ethnic_Wear-Dhoti_Pants_thu1594_4 |
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Men | Ethnic Wear | Dhoti Pants | Plain dhotis | Men-Ethnic_Wear-Dhoti_Pants_image_large |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Green | Men-Ethnic_Wear-Dhoti_Pants_thu1579_4 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Mustard | Men-Ethnic_Wear-Dhoti_Pants_thu1577_4 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with black boarder | Men-Ethnic_Wear-Dhoti_Pants_BlueBerryBlack240_large |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Black | Men-Ethnic_Wear-Dhoti_Pants_plain-cotton-silk-churidar-in-black-v1-mtr271 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Beige | Men-Ethnic_Wear-Dhoti_Pants_thu1051 |
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Men | Ethnic Wear | Dhoti Pants | Plain Cotton Silk Churidar in Beige | Men-Ethnic_Wear-Dhoti_Pants_plain-cotton-silk-churidar-in-beige-v1-mtr276 |
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Men | Ethnic Wear | Dhoti Pants | Dupion Silk Dhoti in White | Men-Ethnic_Wear-Dhoti_Pants_mpc658 |
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Men | Ethnic Wear | Dhoti Pants | Mens dhoti with gold boarder | Men-Ethnic_Wear-Dhoti_Pants_Varma170_large |
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Men | Ethnic Wear | Galabiyyas | White cotton dry fitter black and white thobe | Men-Ethnic_Wear-Galabiyyas_DRY_FITTER_BLACK___WHITE_1_large |
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Men | Ethnic Wear | Galabiyyas | Grey cotton denim bulwark thobe | Men-Ethnic_Wear-Galabiyyas_denim_bulwark_1_large |
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Men | Ethnic Wear | Galabiyyas | Blue cotton ashfak thobe thobe | Men-Ethnic_Wear-Galabiyyas_ASHFAK_THOBE_1_large |
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Men | Ethnic Wear | Galabiyyas | Blue cotton madina emrati thobe | Men-Ethnic_Wear-Galabiyyas_madina_emrati_blue_1_large |
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Men | Ethnic Wear | Galabiyyas | White cotton off white emrati white house thobe | Men-Ethnic_Wear-Galabiyyas_EMRATI_OFF_WHITE_1_large |
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Men | Ethnic Wear | Galabiyyas | Black cotton black emrati white house thobe | Men-Ethnic_Wear-Galabiyyas_EMRATI_BLACK_1_large |
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Men | Ethnic Wear | Galabiyyas | Blue cotton al marjaan thobe | Men-Ethnic_Wear-Galabiyyas_AL_MARJAAN_1_large |
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Men | Ethnic Wear | Galabiyyas | Brown cotton brown trendsetter thobe | Men-Ethnic_Wear-Galabiyyas_1_large |
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Men | Ethnic Wear | Galabiyyas | Blue cotton snazzy denim thobe | Men-Ethnic_Wear-Galabiyyas_snazzy_denim_1_large |
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Men | Ethnic Wear | Galabiyyas | Black cotton red anchored simple saudi thobe | Men-Ethnic_Wear-Galabiyyas_blue_anchored_simple_saudi_1_large |
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Men | Ethnic Wear | Galabiyyas | Grey cotton dry fitter light grey and dark grey thobe | Men-Ethnic_Wear-Galabiyyas_DRY_FITTER_LIGHT_GREY___DARK_GREY_1_large |
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Men | Ethnic Wear | Galabiyyas | White cotton dry fitter navy blue and white thobe | Men-Ethnic_Wear-Galabiyyas_DRY_FITTER_NAVY_BLUE___WHITE_1_large |
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Men | Ethnic Wear | Galabiyyas | White cotton dry fitter beige and white thobe | Men-Ethnic_Wear-Galabiyyas_DRY_FITTER_BEIGE___WHITE_1_large |
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Men | Ethnic Wear | Galabiyyas | White cotton prince of wales thobe | Men-Ethnic_Wear-Galabiyyas_PRINCE_OF_WALES_1_large |
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Men | Ethnic Wear | Galabiyyas | Black cotton camo hoody thobe | Men-Ethnic_Wear-Galabiyyas_camo_hoody_1_large |
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Men | Ethnic Wear | Galabiyyas | White cotton brazen grey thobe | Men-Ethnic_Wear-Galabiyyas_brazen_grey_1_large |
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Men | Ethnic Wear | Galabiyyas | Grey cotton moonwalker thobe | Men-Ethnic_Wear-Galabiyyas_moonwalker_1_large |
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Men | Ethnic Wear | Galabiyyas | Blue cotton blue maze thobe | Men-Ethnic_Wear-Galabiyyas_blue_maze_1_large |
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Men | Ethnic Wear | Galabiyyas | White cotton white emrati white house thobe | Men-Ethnic_Wear-Galabiyyas_EMRATI_WHITE_1_large |
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Men | Ethnic Wear | Galabiyyas | Black cotton duffle tux thobe | Men-Ethnic_Wear-Galabiyyas_duffle_tux_1_large |
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Men | Ethnic Wear | Galabiyyas | Brown cotton a la mode thobe | Men-Ethnic_Wear-Galabiyyas_brown_a__la_mode_1_large |
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Men | Ethnic Wear | Galabiyyas | Gold cotton golden black crossover thobe | Men-Ethnic_Wear-Galabiyyas_BLACK_CROSSOVER_1_large |
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Men | Ethnic Wear | Galabiyyas | Grey cotton grey tux thobe | Men-Ethnic_Wear-Galabiyyas_GREY_TUX_1_large |
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Men | Ethnic Wear | Galabiyyas | White cotton white cayman thobe | Men-Ethnic_Wear-Galabiyyas_white_cayman_1_large |
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Men | Ethnic Wear | Galabiyyas | Blue cotton sky blue emrati white house thobe | Men-Ethnic_Wear-Galabiyyas_EMRATI_SKY_BLUE_1_large |
|
Men | Ethnic Wear | Galabiyyas | Black cotton black tux thobe | Men-Ethnic_Wear-Galabiyyas_black_tux_1_large |
|
Men | Ethnic Wear | Galabiyyas | Gold cotton golden twill thobe | Men-Ethnic_Wear-Galabiyyas_GOLDEN_TWILL_1_large |
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Men | Ethnic Wear | Galabiyyas | Grey cotton dry fitter dark grey and light grey thobe | Men-Ethnic_Wear-Galabiyyas_DRY_FITTER_DARK_GREY___LIGHT_GREY_1_large |
|
Men | Ethnic Wear | Galabiyyas | Blue cotton dry fitter beige and royal blue thobe | Men-Ethnic_Wear-Galabiyyas_DRY_FITTER_BEIGE___ROYALBLUE_1_large |
Disclaimer: We do not own this dataset. Atlas is a public dataset which can be downloaded from its Github Page.
This dataset was used to evaluate Marqo-FashionCLIP and Marqo-FashionSigLIP - see details below.
Marqo-FashionSigLIP Model Card
Marqo-FashionSigLIP leverages Generalised Contrastive Learning (GCL) which allows the model to be trained on not just text descriptions but also categories, style, colors, materials, keywords and fine-details to provide highly relevant search results on fashion products. The model was fine-tuned from ViT-B-16-SigLIP (webli).
Github Page: Marqo-FashionCLIP
Blog: Marqo Blog
Usage
The model can be seamlessly used with OpenCLIP by
import open_clip
model, preprocess_train, preprocess_val = open_clip.create_model_and_transforms('hf-hub:Marqo/marqo-fashionSigLIP')
tokenizer = open_clip.get_tokenizer('hf-hub:Marqo/marqo-fashionSigLIP')
import torch
from PIL import Image
image = preprocess_val(Image.open("docs/fashion-hippo.png")).unsqueeze(0)
text = tokenizer(["a hat", "a t-shirt", "shoes"])
with torch.no_grad(), torch.cuda.amp.autocast():
image_features = model.encode_image(image)
text_features = model.encode_text(text)
image_features /= image_features.norm(dim=-1, keepdim=True)
text_features /= text_features.norm(dim=-1, keepdim=True)
text_probs = (100.0 * image_features @ text_features.T).softmax(dim=-1)
print("Label probs:", text_probs)
Benchmark Results
Average evaluation results on 6 public multimodal fashion datasets (Atlas, DeepFashion (In-shop), DeepFashion (Multimodal), Fashion200k, KAGL, and Polyvore) are reported below:
Text-To-Image (Averaged across 6 datasets)
Model | AvgRecall | Recall@1 | Recall@10 | MRR |
---|---|---|---|---|
Marqo-FashionSigLIP | 0.231 | 0.121 | 0.340 | 0.239 |
FashionCLIP2.0 | 0.163 | 0.077 | 0.249 | 0.165 |
OpenFashionCLIP | 0.132 | 0.060 | 0.204 | 0.135 |
ViT-B-16-laion2b_s34b_b88k | 0.174 | 0.088 | 0.261 | 0.180 |
ViT-B-16-SigLIP-webli | 0.212 | 0.111 | 0.314 | 0.214 |
Category-To-Product (Averaged across 5 datasets)
Model | AvgP | P@1 | P@10 | MRR |
---|---|---|---|---|
Marqo-FashionSigLIP | 0.737 | 0.758 | 0.716 | 0.812 |
FashionCLIP2.0 | 0.684 | 0.681 | 0.686 | 0.741 |
OpenFashionCLIP | 0.646 | 0.653 | 0.639 | 0.720 |
ViT-B-16-laion2b_s34b_b88k | 0.662 | 0.673 | 0.652 | 0.743 |
ViT-B-16-SigLIP-webli | 0.688 | 0.690 | 0.685 | 0.751 |
Sub-Category-To-Product (Averaged across 4 datasets)
Model | AvgP | P@1 | P@10 | MRR |
---|---|---|---|---|
Marqo-FashionSigLIP | 0.725 | 0.767 | 0.683 | 0.811 |
FashionCLIP2.0 | 0.657 | 0.676 | 0.638 | 0.733 |
OpenFashionCLIP | 0.598 | 0.619 | 0.578 | 0.689 |
ViT-B-16-laion2b_s34b_b88k | 0.638 | 0.651 | 0.624 | 0.712 |
ViT-B-16-SigLIP-webli | 0.643 | 0.643 | 0.643 | 0.726 |
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