My Account | Careers | Downloads | Blog

PROJECT TITLE :

Mining Fashion Outfit Composition Using an End-to-End Deep Learning Approach on Set Data - 2017

ABSTRACT:

Composing fashion outfits involves deep under-standing of fashion standards while incorporating creativity for choosing multiple fashion items (e.g., jewelry, bag, pants, dress). In fashion websites, in style or high-quality fashion outfits are typically designed by fashion experts and followed by giant audiences. In this paper, we have a tendency to propose a Machine Learning system to compose fashion outfits automatically. The core of the proposed automatic composition system is to get fashion outfit candidates primarily based on the appearances and metadata. We have a tendency to propose to leverage outfit popularity on fashion-oriented websites to supervise the scoring element. The scoring element may be a multimodal multiinstance Deep Learning system that evaluates instance aesthetics and set compatibility simultaneously. In order to train and evaluate the proposed composition system, we tend to have collected a giant-scale fashion outfit dataset with 195K outfits and 368K fashion items from Polyvore. Although the fashion outfit scoring and composition is rather difficult, we have a tendency to have achieved an AUC of eighty fivepercent for the scoring component, and an accuracy of seventy sevenp.c for a constrained composition task.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Stat-DSM: Statistically Discriminative Sub-Trajectory Mining With Multiple Testing Correction ABSTRACT: We propose a novel statistical approach, which we call Statistically Discriminative Sub-trajectory Mining
PROJECT TITLE : Periodic Communities Mining in Temporal Networks Concepts and Algorithms ABSTRACT: The occurrence of the phenomenon known as periodicity in social interactions within temporal networks is fairly common. Understanding
PROJECT TITLE : Mining High Quality Patterns Using Multi-Objective Evolutionary Algorithm ABSTRACT: The term "pattern mining," or PM for short, refers to the process of extracting from data patterns that are of interest to users.
PROJECT TITLE : Semantics of Data Mining Services in Cloud Computing ABSTRACT: Users now have access to extremely comprehensive data analysis tools that include all of the benefits that come along with working in an environment
PROJECT TITLE : Mining Data Impressions from Deep Models as Substitute for the Unavailable Training Data ABSTRACT: Deep models that have been through training retain their acquired knowledge in the form of model parameters. These

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry