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imagewidth (px) 150
3.74k
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stringclasses 5
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| item_ID
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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 |
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 |
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