Datasets:

Marqo
/

KAGL

gender stringclasses 5 values	category1 stringclasses 6 values	category2 stringclasses 31 values	category3 stringclasses 80 values	baseColour stringclasses 43 values	season stringclasses 4 values	year float64 2.01k 2.02k	usage stringclasses 7 values	text stringlengths 11 79	item_ID int64 1.16k 26.3k
Women	Apparel	Bottomwear	Skirts	White	Summer	2,011	Casual	Palm Tree Girls Sp Jace Sko White Skirts	10,000
Women	Apparel	Bottomwear	Skirts	Blue	Summer	2,011	Casual	Palm Tree Kids Girls Sp Jema Skt Blue Skirts	10,001
Women	Apparel	Bottomwear	Skirts	Blue	Summer	2,011	Casual	Palm Tree Kids Sp Jema Skt Blue Skirts	10,002
Women	Apparel	Topwear	Tshirts	White	Fall	2,011	Sports	Nike Women As Nike Eleme White T-Shirt	10,003
Men	Apparel	Bottomwear	Shorts	Grey	Fall	2,011	Sports	Nike Men As 7 Sw Temp Grey Shorts	10,004
Men	Apparel	Topwear	Tshirts	Blue	Fall	2,011	Sports	Nike Men As Ss Trainin Blue T-Shirts	10,005
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Sports	Nike Men AS T90 Black Tshirts	10,006
Women	Apparel	Topwear	Tshirts	White	Fall	2,011	Sports	Nike Women As Trophy Swo White T-Shirts	10,007
Men	Apparel	Topwear	Tshirts	Navy Blue	Fall	2,011	Sports	Nike Men Town Navy Blue T-Shirts	10,008
Men	Apparel	Topwear	Tshirts	Red	Fall	2,011	Sports	Nike Men Town Round Red Neck T-Shirts	10,009
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Sports	Nike Men As Showdown F Black T-Shirts	10,010
Men	Apparel	Bottomwear	Track Pants	Grey Melange	Summer	2,012	Sports	Nike Men Grey Melange Track Pants	10,011
Men	Apparel	Bottomwear	Track Pants	Navy Blue	Fall	2,011	Sports	Nike Men's Breakli Navy Blue Track Pants	10,012
Men	Apparel	Topwear	Tshirts	Yellow	Fall	2,011	Sports	Nike Men As Ss Cruiser Yellow T-Shirts	10,013
Unisex	Accessories	Headwear	Caps	Blue	Fall	2,011	Sports	Nike Unisex Feather lite Blue Caps	10,014
Men	Apparel	Topwear	Tshirts	White	Fall	2,011	Casual	Locomotive Men American Glory White Tshirts	10,015
Women	Apparel	Dress	Dresses	Pink	Summer	2,011	Casual	Palm Tree Girl's Cr Blossom Drs Pink Dresses	10,016
Women	Apparel	Topwear	Jackets	Blue	Fall	2,011	Sports	Nike Women As The Windru Blue Jackets	10,017
Men	Apparel	Bottomwear	Shorts	Black	Fall	2,012	Sports	Nike Men Black Three Quarter Track Pants	10,018
Women	Apparel	Topwear	Tshirts	White	Fall	2,011	Sports	Nike Women As Miler Ss White T-Shirts	10,019
Men	Apparel	Bottomwear	Shorts	Black	Summer	2,012	Sports	Nike Men Black & White Reversible Shorts	10,020
Men	Apparel	Bottomwear	Shorts	White	Spring	2,013	Sports	Nike Men As Woven Shor White Shorts	10,021
Men	Apparel	Topwear	Tshirts	Blue	Fall	2,011	Sports	Nike Men Blue Polo Tshirts	10,022
Women	Apparel	Bottomwear	Track Pants	Grey	Fall	2,011	Sports	Nike Women Regular Grey Track Pants	10,023
Women	Apparel	Topwear	Tshirts	Black	Fall	2,011	Sports	Nike Women As Make Yours Black T-Shirts	10,024
Women	Apparel	Topwear	Tshirts	Pink	Fall	2,011	Sports	Nike Women As Element Ja Pink T-Shirt	10,025
Women	Apparel	Topwear	Tshirts	Black	Fall	2,011	Sports	Nike Women As Challenger Black T-Shirts	10,026
Women	Apparel	Topwear	Tshirts	White	Fall	2,011	Sports	Nike Women's White Tshirt	10,027
Women	Apparel	Topwear	Tshirts	White	Fall	2,011	Sports	Nike Women As Club Jerse White T-Shirts	10,028
Women	Apparel	Topwear	Sweatshirts	Navy Blue	Fall	2,011	Sports	Nike Women As Script Mas Navy Blue Sweatshirts	10,029
Women	Apparel	Topwear	Tshirts	Black	Fall	2,011	Sports	Nike Women As See The Win Black T-Shirts	10,030
Men	Apparel	Topwear	Tshirts	Navy Blue	Fall	2,011	Sports	Nike Men As Arsenal Co Navy Blue T-Shirts	10,031
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Sports	Nike Men AS FCB Core T Black T-shirts	10,032
Men	Apparel	Bottomwear	Shorts	Navy Blue	Fall	2,011	Sports	Nike Men As Ad Breakli Navy Blue Shorts	10,033
Women	Apparel	Topwear	Tshirts	Black	Fall	2,011	Sports	Nike Women As Element Ja Black T-Shirt	10,034
Men	Footwear	Shoes	Sports Shoes	Brown	Fall	2,011	Sports	Reebok Men Runtone Action Brown Sports Shoes	10,035
Men	Footwear	Shoes	Sports Shoes	Silver	Fall	2,011	Sports	Reebok Men Premier ultra 8 U-form Silver Sports Shoes	10,037
Men	Footwear	Shoes	Sports Shoes	White	Fall	2,011	Sports	Reebok Men Raceon White Sports Shoes	10,039
Men	Apparel	Topwear	Tshirts	White	Fall	2,011	Sports	Nike Men White Polo Tshirts	10,040
Women	Apparel	Topwear	Tshirts	Brown	Fall	2,011	Sports	Nike Women Brown Polo T-shirt	10,041
Women	Apparel	Topwear	Tshirts	Pink	Fall	2,011	Sports	Nike Women Pink Polo Tshirts	10,042
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men ferrari Black Polo Tshirts	10,043
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Ferrari Logo Black Tshirts	10,044
Men	Apparel	Topwear	Tshirts	Blue	Fall	2,011	Casual	Puma Men Heroes Party Graphic Blue Tshirts	10,045
Men	Apparel	Topwear	Tshirts	Green	Fall	2,011	Casual	Puma Men Heroes Graphic Green Tshirts	10,046
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Heroes Graphic Black Tshirts	10,047
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Social Sport Black Tshirts	10,048
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Mns Body Train Black Tshirts	10,049
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Usain Bolt Black Tshirts	10,050
Men	Apparel	Topwear	Shirts	Navy Blue	Fall	2,011	Casual	Puma Men Motorsport Navy Blue Shirts	10,051
Women	Apparel	Bottomwear	Shorts	Black	Fall	2,011	Casual	Puma Women Trunk Black Shorts	10,052
Women	Apparel	Topwear	Tshirts	Pink	Summer	2,011	Casual	Gini And Jony Vini Romper Pink T-Shirts	10,053
Boys	Apparel	Topwear	Tshirts	Blue	Summer	2,011	Sports	Reebok Kids Kkr Boy's Premium Blue Jerseys	10,054
Men	Apparel	Bottomwear	Tracksuits	Black	Fall	2,011	Sports	ADIDAS Men Cfc Pes Black Tracksuits	10,056
Men	Apparel	Topwear	Tshirts	White	Fall	2,011	Casual	Puma Men Tshirt Trning White Polo Tshirts	10,057
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Large logo tee Black Tshirts	10,058
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Black Polo Tshirts	10,059
Men	Apparel	Topwear	Tshirts	White	Fall	2,011	Casual	Puma Men motor sport tee White Tshirts	10,060
Men	Apparel	Topwear	Tshirts	White	Fall	2,011	Casual	Puma Men graphic story tee White Tshirts	10,061
Men	Apparel	Topwear	Tshirts	Grey	Fall	2,011	Casual	Puma Men Puma runhard tee Grey Tshirts	10,062
Men	Apparel	Topwear	Tshirts	Yellow	Fall	2,011	Casual	Puma Men spine tee Yellow Tshirts	10,063
Men	Apparel	Topwear	Tshirts	Yellow	Fall	2,011	Casual	Puma Men puma shield tee Yellow Tshirts	10,064
Men	Apparel	Topwear	Tshirts	Yellow	Fall	2,011	Casual	Puma Men ducati logo tee Yellow Tshirts	10,065
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Puma midrange tee Black Tshirts	10,066
Men	Apparel	Topwear	Tshirts	Yellow	Fall	2,011	Casual	Puma Men punk logo tee Yellow Tshirts	10,067
Men	Apparel	Topwear	Tshirts	White	Fall	2,011	Casual	Puma Men lifestyle graphitti White Tshirts	10,068
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Large logo tee Black Tshirts	10,069
Women	Apparel	Topwear	Tshirts	Pink	Fall	2,011	Casual	Puma Women Large logo tee Pink Tshirts	10,070
Women	Apparel	Topwear	Tshirts	White	Fall	2,011	Casual	Puma Women bling blink tee White Tshirts	10,071
Women	Apparel	Topwear	Tshirts	White	Fall	2,011	Casual	Puma Women poster tee White Tshirts	10,072
Women	Apparel	Topwear	Tshirts	Purple	Fall	2,011	Casual	Puma Women cat line tee Purple Tshirts	10,073
Men	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Men Puma runhard tee Black Tshirts	10,074
Men	Apparel	Topwear	Tshirts	Red	Fall	2,011	Casual	Puma Men ducati heritage logo tee Red Tshirts	10,075
Women	Apparel	Topwear	Tshirts	Black	Fall	2,011	Casual	Puma Women Large logo tee Black Tshirts	10,076
Men	Footwear	Shoes	Sports Shoes	White	Fall	2,011	Sports	Reebok Men Speed Mode White Sports Shoes	10,078
Unisex	Footwear	Sandal	Sandals	Black	Fall	2,011	Casual	Reebok Unisex Twist Black Sandals	10,079
Men	Footwear	Shoes	Sports Shoes	Black	Fall	2,011	Sports	Reebok Men Run Sheer Black Sports Shoes	10,080
Men	Footwear	Shoes	Sports Shoes	White	Fall	2,011	Sports	Reebok Men Zigdynamic White Sports Shoes	10,081
Women	Footwear	Shoes	Sports Shoes	Grey	Fall	2,011	Sports	Reebok Women Aviator Grey Sports Shoes	10,082
Men	Footwear	Flip Flops	Flip Flops	Green	Fall	2,011	Casual	Reebok Men Hanavi II Green Flip Flops	10,083
Men	Footwear	Shoes	Sports Shoes	Silver	Fall	2,011	Sports	Reebok Men Racehound Silver Sports Shoes	10,088
Women	Footwear	Shoes	Sports Shoes	Silver	Fall	2,011	Sports	Reebok Women Raceon Silver Sports Shoes	10,089
Men	Footwear	Shoes	Sports Shoes	Silver	Fall	2,011	Sports	Reebok Men Racehound Silver Sports Shoes	10,092
Men	Footwear	Shoes	Sports Shoes	White	Fall	2,011	Sports	Reebok Men Racehound White Sports Shoes	10,093
Men	Footwear	Shoes	Sports Shoes	Blue	Fall	2,011	Sports	Reebok Men Reeflex Run Blue Sports Shoes	10,095
Women	Footwear	Shoes	Sports Shoes	Blue	Fall	2,011	Sports	Reebok Women Reeflex Run Blue Sports Shoes	10,096
Men	Footwear	Shoes	Sports Shoes	White	Fall	2,011	Sports	Reebok Men Reeflex Run White Sports Shoes	10,097
Men	Accessories	Watches	Watches	White	Winter	2,016	Casual	Fastrack Men Analogue Plastic White Watch	10,098
Men	Accessories	Watches	Watches	Grey	Winter	2,016	Casual	Fastrack Men Analogue Grey Watches	10,099
Men	Footwear	Shoes	Sports Shoes	Black	Fall	2,011	Sports	Reebok Men Island Explorer Black Sports Shoes	10,101
Men	Footwear	Shoes	Sports Shoes	Black	Fall	2,011	Sports	Reebok Men Premier Verona Supreme 2 Black Sports Shoes	10,102
Men	Footwear	Shoes	Sports Shoes	Black	Fall	2,011	Sports	Reebok Men Buckets VI Black Sports Shoes	10,104
Women	Accessories	Watches	Watches	Steel	Winter	2,016	Casual	Fastrack Women Analogue Leather Steel Watches	10,105
Women	Accessories	Watches	Watches	Steel	Winter	2,016	Casual	Fastrack Women Essentials Steel Watches	10,106
Men	Accessories	Watches	Watches	Steel	Winter	2,016	Casual	Fastrack Men Analogue Leather Steel Watches	10,107
Women	Accessories	Watches	Watches	Steel	Winter	2,016	Casual	Fastrack Women Denim Analogue Steel Watches	10,108
Women	Accessories	Watches	Watches	Steel	Winter	2,016	Casual	Fastrack Women Denim Analogue Steel Watch	10,109
Women	Footwear	Shoes	Sports Shoes	White	Fall	2,011	Sports	Reebok Women Instant White Sports Shoes	10,110
Men	Footwear	Shoes	Sports Shoes	Silver	Fall	2,011	Sports	Reebok Men Premier road supreme 2 Silver Sports Shoes	10,111
Women	Footwear	Shoes	Sports Shoes	White	Fall	2,011	Sports	Reebok Women Premier Zigfly White Sports Shoes	10,112

End of preview. Expand in Dataset Viewer.

Disclaimer: We do not own this dataset. KAGL dataset is a public dataset which can be accessed through Kaggle.

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