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电商产品图片分类数据库及相关资源

电商产品图片分类数据库及相关资源

最新推荐文章于 2024-12-05 14:26:37 发布

木子宀示雨林 于 2024-01-23 16:49:11 发布

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电商产品图片分类数据库及相关资源

数据集

Kaggle数据集

Fashion Product Images Dataset(25G)
描述: 44k products with multiple category labels, descriptions and high-res images.

Fashion Product Images (Small)(593MB)
描述: 44000 products with category labels and images.(上面那个数据集的精简版)

Quera Bootcamp Product Image Classification(246MB)
描述: Images of E-Commerce Products for Building Image Classifier Models.Images of E-Commerce products in 10 different classes.

E-commerce Products Image Dataset(42MB)
描述: This dataset contains images of Television, Sofas, Jeans and T-shirt. It Actual raw and unstructured image data extracted from online sites.

E-commerce Product Images(10GB)
描述: 118,000 labelled images belonging to 42 categories that can be used for classification tasks. The images are from eCommerce websites and classified according to product type.

E-Commerce Product Images (Multi-label Data)(627MB)
描述: Multi label image classification

Cdiscount’s Image Classification Challenge(78.12G)比赛
描述: 比赛数据集,时间:Dec 15, 2017,可自行查看。

Shoe Dataset(339MB)
描述:Shoe Type Classification Data(boots、flip_flops loafers、sandals、sneakers、soccer_shoes)

代码相关资源可以在数据集对应的Code中查看,比赛可以查看高分代码,也可以自行查看Notebook寻找代码资源。

另外,此处只罗列了一些热门的电商产品图片分类数据集资源,如果没有找到合适的,可以进入Datasets或比赛中自行检索。

其他数据集

UT Zappos50K
描述: UT Zappos50K (UT-Zap50K) is a large shoe dataset consisting of 50,025 catalog images collected from Zappos.com. The images are divided into 4 major categories — shoes, sandals, slippers, and boots

UT-Austin Computer Vision Group Datasets
描述: 许多数据集的集合,带论文

Amazon product data(很大)
描述: This dataset contains product reviews and metadata from Amazon, including 143.7 million reviews spanning May 1996 - July 2014.This dataset includes reviews (ratings, text, helpfulness votes), product metadata (descriptions, category information, price, brand, and image features), and links (also viewed/also bought graphs).

代码与文章分享

product-matching-modelE-commerce-product-image-classification
Build a model that automatically classifies the products based on their images for Cdiscount.comE-commerce-products-classification-using-images-and-textA Dataset and Benchmark for E-commerce Clothing Product Categorization
Performs automatic taxonomy prediction of Clothing images.Provides a dataset of 183,996 clothing images from 52 categories along with image description and pre-defined taxonomyClassifying e-commerce products based on images and textDeep Learning Research Papers in Product Matching (Ecommerce)

不足部分欢有兴趣的共同补充维护

其余数据集搜集网站补充

GoogleUC Irvine Machine Learning Repositorypaperswithcode

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