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Men
Ethnic Wear
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Men
Ethnic Wear
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Men
Ethnic Wear
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Men
Ethnic Wear
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Men
Ethnic Wear
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Printed Dupion Silk Dhoti Kurta in Red
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Men
Ethnic Wear
Dhoti Kurta
Plain Dupion Silk Dhoti Kurta with Jacket in Maroon and Black
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Men
Ethnic Wear
Dhoti Kurta
Plain Kurta Set in Navy Blue
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Men
Ethnic Wear
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Men
Ethnic Wear
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Men
Ethnic Wear
Dhoti Kurta
Contrast Patch Border Dupion Silk Short Dhoti Kurta in Off White
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Men
Ethnic Wear
Dhoti Kurta
Solid Color Rayon Kurta Set in Peach Orange
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Men
Ethnic Wear
Dhoti Kurta
Plain Art Dupion Silk Dhoti Kurta in Red
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Men
Ethnic Wear
Dhoti Pants
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Off White
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with mejantha boarder
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Men
Ethnic Wear
Dhoti Pants
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with silver boarder
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Beige
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Beige
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Navy Blue
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with gold boarder
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with silver boarder
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with gold boarder
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Off White
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti deep maroon with gold boarder
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Maroon
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Black
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Beige
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Maroon
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with black boarder
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in White
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Light Beige
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Light Beige
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with blue boarder
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Beige
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Beige
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Men
Ethnic Wear
Dhoti Pants
Plain Dupion Silk Dhoti in Maroon
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Off White
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Churidar in White
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Beige
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Navy Blue
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in White
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with gold boarder
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with green boarder
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Men
Ethnic Wear
Dhoti Pants
Plain Dupion Silk Churidar in Mustard
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Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in Off White
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Dark Beige
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Black
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with gold boarder
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with silver jari boarder
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with silver boarder
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Maroon
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Orange
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Dark Fuchsia
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with blue boarder
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with silver boarder
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with bottle green boarder
Men-Ethnic_Wear-Dhoti_Pants_ElantraBottelGreen255_large
Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Beige
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Beige
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Men
Ethnic Wear
Dhoti Pants
Mens dhoti with gold boarder
Men-Ethnic_Wear-Dhoti_Pants_Ajith300_large
Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Red
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Men
Ethnic Wear
Dhoti Pants
Plain dhotis
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Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Green
Men-Ethnic_Wear-Dhoti_Pants_thu1579_4
Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Mustard
Men-Ethnic_Wear-Dhoti_Pants_thu1577_4
Men
Ethnic Wear
Dhoti Pants
Mens dhoti with black boarder
Men-Ethnic_Wear-Dhoti_Pants_BlueBerryBlack240_large
Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Black
Men-Ethnic_Wear-Dhoti_Pants_plain-cotton-silk-churidar-in-black-v1-mtr271
Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Beige
Men-Ethnic_Wear-Dhoti_Pants_thu1051
Men
Ethnic Wear
Dhoti Pants
Plain Cotton Silk Churidar in Beige
Men-Ethnic_Wear-Dhoti_Pants_plain-cotton-silk-churidar-in-beige-v1-mtr276
Men
Ethnic Wear
Dhoti Pants
Dupion Silk Dhoti in White
Men-Ethnic_Wear-Dhoti_Pants_mpc658
Men
Ethnic Wear
Dhoti Pants
Mens dhoti with gold boarder
Men-Ethnic_Wear-Dhoti_Pants_Varma170_large
Men
Ethnic Wear
Galabiyyas
White cotton dry fitter black and white thobe
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Men
Ethnic Wear
Galabiyyas
Grey cotton denim bulwark thobe
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Men
Ethnic Wear
Galabiyyas
Blue cotton ashfak thobe thobe
Men-Ethnic_Wear-Galabiyyas_ASHFAK_THOBE_1_large
Men
Ethnic Wear
Galabiyyas
Blue cotton madina emrati thobe
Men-Ethnic_Wear-Galabiyyas_madina_emrati_blue_1_large
Men
Ethnic Wear
Galabiyyas
White cotton off white emrati white house thobe
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Men
Ethnic Wear
Galabiyyas
Black cotton black emrati white house thobe
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Men
Ethnic Wear
Galabiyyas
Blue cotton al marjaan thobe
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Men
Ethnic Wear
Galabiyyas
Brown cotton brown trendsetter thobe
Men-Ethnic_Wear-Galabiyyas_1_large
Men
Ethnic Wear
Galabiyyas
Blue cotton snazzy denim thobe
Men-Ethnic_Wear-Galabiyyas_snazzy_denim_1_large
Men
Ethnic Wear
Galabiyyas
Black cotton red anchored simple saudi thobe
Men-Ethnic_Wear-Galabiyyas_blue_anchored_simple_saudi_1_large
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
Men
Ethnic Wear
Galabiyyas
White cotton dry fitter navy blue and white thobe
Men-Ethnic_Wear-Galabiyyas_DRY_FITTER_NAVY_BLUE___WHITE_1_large
Men
Ethnic Wear
Galabiyyas
White cotton dry fitter beige and white thobe
Men-Ethnic_Wear-Galabiyyas_DRY_FITTER_BEIGE___WHITE_1_large
Men
Ethnic Wear
Galabiyyas
White cotton prince of wales thobe
Men-Ethnic_Wear-Galabiyyas_PRINCE_OF_WALES_1_large
Men
Ethnic Wear
Galabiyyas
Black cotton camo hoody thobe
Men-Ethnic_Wear-Galabiyyas_camo_hoody_1_large
Men
Ethnic Wear
Galabiyyas
White cotton brazen grey thobe
Men-Ethnic_Wear-Galabiyyas_brazen_grey_1_large
Men
Ethnic Wear
Galabiyyas
Grey cotton moonwalker thobe
Men-Ethnic_Wear-Galabiyyas_moonwalker_1_large
Men
Ethnic Wear
Galabiyyas
Blue cotton blue maze thobe
Men-Ethnic_Wear-Galabiyyas_blue_maze_1_large
Men
Ethnic Wear
Galabiyyas
White cotton white emrati white house thobe
Men-Ethnic_Wear-Galabiyyas_EMRATI_WHITE_1_large
Men
Ethnic Wear
Galabiyyas
Black cotton duffle tux thobe
Men-Ethnic_Wear-Galabiyyas_duffle_tux_1_large
Men
Ethnic Wear
Galabiyyas
Brown cotton a la mode thobe
Men-Ethnic_Wear-Galabiyyas_brown_a__la_mode_1_large
Men
Ethnic Wear
Galabiyyas
Gold cotton golden black crossover thobe
Men-Ethnic_Wear-Galabiyyas_BLACK_CROSSOVER_1_large
Men
Ethnic Wear
Galabiyyas
Grey cotton grey tux thobe
Men-Ethnic_Wear-Galabiyyas_GREY_TUX_1_large
Men
Ethnic Wear
Galabiyyas
White cotton white cayman thobe
Men-Ethnic_Wear-Galabiyyas_white_cayman_1_large
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
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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