Neural Networks for Fashion Image Classification and Visual Search

05/17/2020
by   Fengzi Li, et al.
0

We discuss two potentially challenging problems faced by the ecommerce industry. One relates to the problem faced by sellers while uploading pictures of products on the platform for sale and the consequent manual tagging involved. It gives rise to misclassifications leading to its absence from search results. The other problem concerns with the potential bottleneck in placing orders when a customer may not know the right keywords but has a visual impression of an image. An image based search algorithm can unleash the true potential of ecommerce by enabling customers to click a picture of an object and search for similar products without the need for typing. In this paper, we explore machine learning algorithms which can help us solve both these problems.

READ FULL TEXT
research
06/22/2020

Potential customer mining application of smart home products based on LightGBM PU learning and Spark ML algorithm practice

This paper studies the case of big data-based intelligent product potent...
research
08/17/2021

Aggregated Customer Engagement Model

E-commerce websites use machine learned ranking models to serve shopping...
research
06/01/2013

Harmony search algorithm for the container storage problem

Recently a new metaheuristic called harmony search was developed. It mim...
research
11/28/2013

An Alternate Approach for Designing a Domain Specific Image Search Prototype Using Histogram

Everyone knows that thousand of words are represented by a single image....
research
09/29/2020

SIR: Similar Image Retrieval for Product Search in E-Commerce

We present a similar image retrieval (SIR) platform that is used to quic...
research
04/20/2018

Modelling customer online behaviours with neural networks: applications to conversion prediction and advertising retargeting

In this paper, we apply neural networks into digital marketing world for...
research
09/26/2018

A Machine Learning Approach to Shipping Box Design

Having the right assortment of shipping boxes in the fulfillment warehou...

Please sign up or login with your details

Forgot password? Click here to reset