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Deep learning for retail product recognition: Challenges and techniques
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 …
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
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 …
their positions. A business equipped with an automatic product recognition system has a …
3D object detection with SLS-fusion network in foggy weather conditions
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 …
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** …
revolutionary evolution. To fully meet customers' massive and diverse online shop** …
Batch Normalization Free Rigorous Feature Flow Neural Network for Grocery Product Recognition
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 …
superior reliability and time-saving nature compared to manual operations. The precise …
Multimodal fine-grained grocery product recognition using image and OCR text
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 …
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 …
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
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 …
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
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 …
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
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 …
solutions to the many issues facing today's societies are to be expected. These problems …