Deep learning for retail product recognition: Challenges and techniques

Y Wei, S Tran, S Xu, B Kang… - Computational …, 2020‏ - Wiley Online Library
Taking time to identify expected products and waiting for the checkout in a retail store are
common scenes we all encounter in our daily lives. The realization of automatic product …

Datasets and methods of product recognition on grocery shelf images using computer vision and machine learning approaches: An exhaustive literature review

CG Melek, EB Sönmez, S Varlı - Engineering Applications of Artificial …, 2024‏ - Elsevier
A product recognition system recognizes all products on the shelf images and determines
their positions. A business equipped with an automatic product recognition system has a …

3D object detection with SLS-fusion network in foggy weather conditions

NAM Mai, P Duthon, L Khoudour, A Crouzil… - Sensors, 2021‏ - mdpi.com
The role of sensors such as cameras or LiDAR (Light Detection and Ranging) is crucial for
the environmental awareness of self-driving cars. However, the data collected from these …

Products-10k: A large-scale product recognition dataset

Y Bai, Y Chen, W Yu, L Wang, W Zhang - ar** has experienced a
revolutionary evolution. To fully meet customers' massive and diverse online shop** …

Batch Normalization Free Rigorous Feature Flow Neural Network for Grocery Product Recognition

P Selvam, M Faheem, V Dakshinamurthi, A Nevgi… - IEEE …, 2024‏ - ieeexplore.ieee.org
Automatic product recognition is crucial in advancing economic and social fronts due to its
superior reliability and time-saving nature compared to manual operations. The precise …

Multimodal fine-grained grocery product recognition using image and OCR text

T Pettersson, M Riveiro, T Löfström - Machine Vision and Applications, 2024‏ - Springer
Automatic recognition of grocery products can be used to improve customer flow at
checkouts and reduce labor costs and store losses. Product recognition is, however, a …

[HTML][HTML] An intelligent self-service vending system for smart retail

K **a, H Fan, J Huang, H Wang, J Ren, Q Jian, D Wei - Sensors, 2021‏ - mdpi.com
The traditional weighing and selling process of non-barcode items requires manual service,
which not only consumes manpower and material resources but is also more prone to errors …

A review of recent advances and challenges in grocery label detection and recognition

V Guimarães, J Nascimento, P Viana, P Carvalho - Applied Sciences, 2023‏ - mdpi.com
When compared with traditional local shops where the customer has a personalised service,
in large retail departments, the client has to make his purchase decisions independently …

VISTA: Vision transformer enhanced by U-Net and image colorfulness frame filtration for automatic retail checkout

MIH Shihab, N Tasnim, H Zunair… - Proceedings of the …, 2022‏ - openaccess.thecvf.com
Multi-class product counting and recognition identifies product items from images or videos
for automated retail checkout. The task is challenging due to the real-world scenario of …

[HTML][HTML] Supporting food choices in the Internet of People: Automatic detection of diet-related activities and display of real-time interventions via mixed reality headsets

K Fuchs, M Haldimann, T Grundmann… - Future Generation …, 2020‏ - Elsevier
With the emergence of the Internet of People (IoP) and its user-centric applications, novel
solutions to the many issues facing today's societies are to be expected. These problems …