IEEE Style Citation: Bagyalakshmi V., Gaurav Sharma, Meghna Mahajan, Muzzammil Ahmed, Kalyan Prakash Baishya, Kuruvilla Abraham, “Hybrid ML Recommender System for Visually Similar Product Images,” International Journal of Computer Sciences and Engineering, Vol.9, Issue.11, pp.45-50, 2021.
MLA Style Citation: Bagyalakshmi V., Gaurav Sharma, Meghna Mahajan, Muzzammil Ahmed, Kalyan Prakash Baishya, Kuruvilla Abraham "Hybrid ML Recommender System for Visually Similar Product Images." International Journal of Computer Sciences and Engineering 9.11 (2021): 45-50.
APA Style Citation: Bagyalakshmi V., Gaurav Sharma, Meghna Mahajan, Muzzammil Ahmed, Kalyan Prakash Baishya, Kuruvilla Abraham, (2021). Hybrid ML Recommender System for Visually Similar Product Images. International Journal of Computer Sciences and Engineering, 9(11), 45-50.
BibTex Style Citation:
@article{V._2021,
author = {Bagyalakshmi V., Gaurav Sharma, Meghna Mahajan, Muzzammil Ahmed, Kalyan Prakash Baishya, Kuruvilla Abraham},
title = {Hybrid ML Recommender System for Visually Similar Product Images},
journal = {International Journal of Computer Sciences and Engineering},
issue_date = {11 2021},
volume = {9},
Issue = {11},
month = {11},
year = {2021},
issn = {2347-2693},
pages = {45-50},
url = {https://www.ijcseonline.org/full_paper_view.php?paper_id=5417},
doi = {https://doi.org/10.26438/ijcse/v9i11.4550}
publisher = {IJCSE, Indore, INDIA},
}
RIS Style Citation:
TY - JOUR
DO = {https://doi.org/10.26438/ijcse/v9i11.4550}
UR - https://www.ijcseonline.org/full_paper_view.php?paper_id=5417
TI - Hybrid ML Recommender System for Visually Similar Product Images
T2 - International Journal of Computer Sciences and Engineering
AU - Bagyalakshmi V., Gaurav Sharma, Meghna Mahajan, Muzzammil Ahmed, Kalyan Prakash Baishya, Kuruvilla Abraham
PY - 2021
DA - 2021/11/30
PB - IJCSE, Indore, INDIA
SP - 45-50
IS - 11
VL - 9
SN - 2347-2693
ER -
VIEWS
PDF
XML
399
634 downloads
152 downloads
Abstract
Fashion industry and innovation go hand in hand & technology could not be left far behind when it comes to innovation. Retail fashion is one of the early adopters of artificial intelligence when it comes to product development. AI based applications provides ease of search and shop for products. Either in the form of visual based search or suggesting products from same category with different attributes, retailers are providing every possible easement to customers for better shopping experience. With AI onboard, there is a huge infrastructure cost associated as well. In computer vision (AI), model training requires a good image data with labels & high-capacity platform for starters. Considering these facts, only using transformed feature vector of product images to generate clusters based on feature similarity can reduce the data dependency. Additionally, distance metric can be used to compute the feature distances & retrieval of top-k similar images by reverse indexing of image features to their corresponding images.
Key-Words / Index Term
CNN (Convolution Neural Network), AI (Artificial Intelligence), Image Processing, Clustering, Feature Extraction, Unsupervised image-based recommender System
References
[1]. B. P. Amiruddin and R. E. Abdul Kadir, "CNN Architectures Performance Evaluation for Image Classification of Mosquito in Indonesia", 2020 International Seminar on Intelligent Technology and Its Applications (ISITIA), 2020, pp. 223-227, doi: 10.1109/ISITIA49792.2020.9163732.
[2]. Aayush Kumar Singh, Abhishek Kumar and Kuldeep. "Image to Image Search using K-means Clustering". International Journal of Computer Applications (0975 – 8887) Volume 182 – No. 46, pp. - March 2019
[3]. D. M. Chan, R. Rao, F. Huang and J. F. Canny, “T-SNE-CUDA: GPU-Accelerated T-SNE and its Applications to Modern Data", 2018 30th International Symposium on Computer Architecture and High-Performance Computing (SBAC-PAD), 2018, pp. 330-338, doi: 10.1109/CAHPC.2018.8645912.
[4]. Yash Baid, Avinash Dhole, "Food Image Classification Using Deep Learning Techniques", International Journal of Computer Sciences and Engineering, Vol.9, Issue.7, pp.11-15, 2021
[5]. Astha Pathak, Avinash Dhole, "Image classification Method in detecting Lungs Cancer using CT images: A Review", Interna-tional Journal of Computer Sciences and Engineering, Vol.9, Is-sue.5, pp.37-42, 2021.
VIEWS
PDF 
XML 
