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Related papers: ARC: A Vision-based Automatic Retail Checkout Syst…

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Over recent years, emerging interest has occurred in integrating computer vision technology into the retail industry. Automatic checkout (ACO) is one of the critical problems in this area which aims to automatically generate the shopping…

Computer Vision and Pattern Recognition · Computer Science 2019-01-23 Xiu-Shen Wei , Quan Cui , Lei Yang , Peng Wang , Lingqiao Liu

Shopping plays a significant role in shaping consumer identity and social integration. However, for individuals with visual impairments, navigating in supermarkets and identifying products can be an overwhelming and challenging experience.…

Human-Computer Interaction · Computer Science 2025-09-03 Larissa R. de S. Shibata , Ankit A. Ravankar , Jose Victorio Salazar Luces , Yasuhisa Hirata

Autonomous checkout systems rely on visual and sensory inputs to carry out fine-grained scene understanding in retail environments. Retail environments present unique challenges compared to typical indoor scenes owing to the vast number of…

Computer Vision and Pattern Recognition · Computer Science 2022-02-08 Cristina Mata , Nick Locascio , Mohammed Azeem Sheikh , Kenny Kihara , Dan Fischetti

Autonomous stores leverage advanced sensing technologies to enable cashier-less shopping, real-time inventory tracking, and seamless customer interactions. However, these systems face significant challenges, including occlusion in…

Signal Processing · Electrical Eng. & Systems 2025-03-12 Shimmy Rukundo , David Wang , Front Wongnonthawitthaya , Youssouf Sidibé , Minsik Kim , Emily Su , Jiale Zhang

Automated product recognition in retail stores is an important real-world application in the domain of Computer Vision and Pattern Recognition. In this paper, we consider the problem of automatically identifying the classes of the products…

Computer Vision and Pattern Recognition · Computer Science 2022-03-01 Ankit Sinha , Soham Banerjee , Pratik Chattopadhyay

Cashierless stores rely on computer vision and RFID tags to associate shoppers with items, but concealed items placed in backpacks, pockets, or bags create challenges for theft prevention. We introduce a system that turns existing RFID…

Signal Processing · Electrical Eng. & Systems 2025-04-28 David Wang , Derek Goh , Jiale Zhang

Computer vision algorithms are being implemented across a breadth of industries to enable technological innovations. In this paper, we study the problem of computer vision based customer tracking in retail industry. To this end, we…

Computer Vision and Pattern Recognition · Computer Science 2020-07-03 Aibek Musaev , Jiangping Wang , Liang Zhu , Cheng Li , Yi Chen , Jialin Liu , Wanqi Zhang , Juan Mei , De Wang

CNN is a powerful tool for many computer vision tasks, achieving much better result than traditional methods. Since CNN has a very large capacity, training such a neural network often requires many data, but it is often expensive to obtain…

Computer Vision and Pattern Recognition · Computer Science 2019-04-23 Wei Yi , Yaoran Sun , Tao Ding , Sailing He

With the rapid advancement of deep learning technologies, computer vision has shown immense potential in retail automation. This paper presents a novel self-checkout system for retail based on an improved YOLOv10 network, aimed at enhancing…

Computer Vision and Pattern Recognition · Computer Science 2024-08-19 Lianghao Tan , Shubing Liu , Jing Gao , Xiaoyi Liu , Linyue Chu , Huangqi Jiang

Automating the product checkout process at conventional retail stores is a task poised to have large impacts on society generally speaking. Towards this end, reliable deep learning models that enable automated product counting for fast…

Computer Vision and Pattern Recognition · Computer Science 2022-04-20 Maged Shoman , Armstrong Aboah , Alex Morehead , Ye Duan , Abdulateef Daud , Yaw Adu-Gyamfi

The Abstraction and Reasoning Corpus (ARC) is designed to promote research on abstract reasoning, a fundamental aspect of human intelligence. Common approaches to ARC treat it as a language-oriented problem, addressed by large language…

Computer Vision and Pattern Recognition · Computer Science 2025-11-19 Keya Hu , Ali Cy , Linlu Qiu , Xiaoman Delores Ding , Runqian Wang , Yeyin Eva Zhu , Jacob Andreas , Kaiming He

In a factory production line, different industry parts need to be quickly differentiated and sorted for further process. Parts can be of different colors and shapes. It is tedious for humans to differentiate and sort these objects in…

Computer Vision and Pattern Recognition · Computer Science 2021-01-01 Pengchang Chen , Vinayak Elangovan

Online shopping gives customers boundless options to choose from, backed by extensive product details and customer reviews, all from the comfort of home; yet, no amount of detailed, online information can outweigh the instant gratification…

Human-Computer Interaction · Computer Science 2022-07-18 Bingjie Xu , Shunan Guo , Eunyee Koh , Jane Hoffswell , Ryan Rossi , Fan Du

This paper proposes a method to review public acceptance of products based on their brand by analyzing the facial expression of the customer intending to buy the product from a supermarket or hypermarket. In such cases, facial expression…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Vikrant Chaugule , Abhishek D , Aadheeshwar Vijayakumar , Pravin Bhaskar Ramteke , Shashidhar G. Koolagudi

Tracking of inventory and rearrangement of misplaced items are some of the most labor-intensive tasks in a retail environment. While there have been attempts at using vision-based techniques for these tasks, they mostly use planogram…

Recognition of grocery products in store shelves poses peculiar challenges. Firstly, the task mandates the recognition of an extremely high number of different items, in the order of several thousands for medium-small shops, with many of…

Computer Vision and Pattern Recognition · Computer Science 2019-01-29 Alessio Tonioni , Eugenio Serra , Luigi Di Stefano

The aim of this paper is to present an integrated system consisted of a RGB-D camera and a software able to monitor shoppers in intelligent retail environments. We propose an innovative low cost smart system that can understand the…

Computer Vision and Pattern Recognition · Computer Science 2015-08-28 Daniele Liciotti , Marco Contigiani , Emanuele Frontoni , Adriano Mancini , Primo Zingaretti , Valerio Placidi

We present ARRC (Advanced Reasoning Robot Control), a practical system that connects natural-language instructions to safe local robotic control by combining Retrieval-Augmented Generation (RAG) with RGB-D perception and guarded execution…

Robotics · Computer Science 2025-10-08 Eugene Vorobiov , Ammar Jaleel Mahmood , Salim Rezvani , Robin Chhabra

In response to the significant challenges facing the retail sector, including inefficient queue management, poor demand forecasting, and ineffective marketing, this paper introduces an innovative approach utilizing cutting-edge machine…

Computer Vision and Pattern Recognition · Computer Science 2024-05-02 A. Hossam , A. Ramadan , M. Magdy , R. Abdelwahab , S. Ashraf , Z. Mohamed

Automated Rule Checking (ARC) plays a crucial role in advancing the construction industry by addressing the laborious, inconsistent, and error-prone nature of traditional model review conducted by industry professionals. Manual assessment…

Software Engineering · Computer Science 2025-01-28 Junyong Chen , Ling-I Wu , Minyu Chen , Xiaoying Qian , Haoze Zhu , Qiongfang Zhang , Guoqiang Li
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