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As a result of an increasingly automatized and digitized industry, processes are becoming more complex. Augmented Reality has shown considerable potential in assisting workers with complex tasks by enhancing user understanding and…

Human-Computer Interaction · Computer Science 2020-09-01 Linh Kästner , Leon Eversberg , Marina Mursa , Jens Lambrecht

Vision algorithm-based robotic arm grasping system is one of the robotic arm systems that can be applied to a wide range of scenarios. It uses algorithms to automatically identify the location of the target and guide the robotic arm to…

Robotics · Computer Science 2023-09-08 Xuanzhi Liu , Jixin Liang , Yuping Ye , Zhan Song , Juan Zhao

Retail Product Image Classification is an important Computer Vision and Machine Learning problem for building real world systems like self-checkout stores and automated retail execution evaluation. In this work, we present various tricks to…

Computer Vision and Pattern Recognition · Computer Science 2020-01-14 Muktabh Mayank Srivastava

The convention standard for object detection uses a bounding box to represent each individual object instance. However, it is not practical in the industry-relevant applications in the context of warehouses due to severe occlusions among…

Computer Vision and Pattern Recognition · Computer Science 2020-12-08 Yuanqiang Cai , Longyin Wen , Libo Zhang , Dawei Du , Weiqiang Wang

Visual relationship detection aims to locate objects in images and recognize the relationships between objects. Traditional methods treat all observed relationships in an image equally, which causes a relatively poor performance in the…

Computer Vision and Pattern Recognition · Computer Science 2020-03-17 Jianming Lv , Qinzhe Xiao , Jiajie Zhong

Motivated by recent challenges in the deployment of robots into customer-facing roles within retail, this work introduces a study of customer activity in physical stores as a step toward autonomous understanding of shopper intent. We…

Computer Vision and Pattern Recognition · Computer Science 2026-01-06 Luis Yoichi Morales , Francesco Zanlungo , David M. Woollard

To make full use of computer vision technology in stores, it is required to consider the actual needs that fit the characteristics of the retail scene. Pursuing this goal, we introduce the United Retail Datasets (Unitail), a large-scale…

Computer Vision and Pattern Recognition · Computer Science 2022-07-21 Fangyi Chen , Han Zhang , Zaiwang Li , Jiachen Dou , Shentong Mo , Hao Chen , Yongxin Zhang , Uzair Ahmed , Chenchen Zhu , Marios Savvides

Online shopping has revolutionized the retail industry, providing customers with convenience and accessibility. However, customers often hesitate to purchase wearable products such as watches, jewelry, glasses, shoes, and clothes due to the…

Computer Vision and Pattern Recognition · Computer Science 2024-12-18 Tulashi Prasad Joshi , Amrendra Kumar Yadav , Arjun Chhetri , Suraj Agrahari , Umesh Kanta Ghimire

Counterfeit products such as drugs and vaccines as well as luxury items such as high-fashion handbags, watches, jewelry, garments, and cosmetics, represent significant direct losses of revenue to legitimate manufacturers and vendors, as…

Computer Vision and Pattern Recognition · Computer Science 2024-11-07 Hugo Garcia-Cotte , Dorra Mellouli , Abdul Rehman , Li Wang , David G. Stork

Monitoring cameras are extensively utilized in industrial production to monitor equipment running. With advancements in computer vision, device recognition using image features is viable. This paper presents a vision-assisted identification…

Computer Vision and Pattern Recognition · Computer Science 2024-01-04 Zhizhen Wang

This paper presents the design of an artificial vision system prototype for automatic inspection and monitoring of objects over a conveyor belt and using a Smart camera 2D BOA-INS. The prototype consists of a conveyor belt and an embedded…

Computer Vision and Pattern Recognition · Computer Science 2024-02-22 Efren Hernández-Molina , Benjamin Ojeda-Magaña , Jose Guadalupe Robledo-Hernández , Ruben Ruelas

Visual object counting is a fundamental computer vision task in industrial inspection, where accurate, high-throughput inventory tracking and quality assurance are critical. Moreover, manufactured parts are often too light to reliably…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Corentin Dumery , Noa Etté , Aoxiang Fan , Ren Li , Jingyi Xu , Hieu Le , Pascal Fua

Traditional electronic recycling processes suffer from significant resource loss due to inadequate material separation and identification capabilities, limiting material recovery. We present A.R.I.S. (Automated Recycling Identification…

Machine Learning · Computer Science 2026-02-20 Dhruv Talwar , Harsh Desai , Wendong Yin , Goutam Mohanty , Rafael Reveles

Visual defect detection is critical to ensure the quality of most products. However, the majority of small and medium-sized manufacturing enterprises still rely on tedious and error-prone human manual inspection. The main reasons include:…

Computer Vision and Pattern Recognition · Computer Science 2022-02-15 Zijian Kuang , Xinran Tie , Lihang Ying , Shi Jin

Product assortment selection is a critical challenge facing physical retailers. Effectively aligning inventory with the preferences of shoppers can increase sales and decrease out-of-stocks. However, in real-world settings the problem is…

Machine Learning · Computer Science 2024-06-14 Porter Jenkins , Michael Selander , J. Stockton Jenkins , Andrew Merrill , Kyle Armstrong

Vision systems, i.e., systems that allow to detect and track objects in images, have gained substantial importance over the past decades. They are used in quality assurance applications, e.g., for finding surface defects in products during…

Software Engineering · Computer Science 2021-05-11 Franz Wotawa , Lorenz Klampfl , Ledio Jahaj

Automatic Check-Out (ACO) receives increased interests in recent years. An important component of the ACO system is the visual item counting, which recognizes the categories and counts of the items chosen by the customers. However, the…

Computer Vision and Pattern Recognition · Computer Science 2019-08-08 Congcong Li , Dawei Du , Libo Zhang , Tiejian Luo , Yanjun Wu , Qi Tian , Longyin Wen , Siwei Lyu

Rotated object detection aims to identify and locate objects in images with arbitrary orientation. In this scenario, the oriented directions of objects vary considerably across different images, while multiple orientations of objects exist…

Computer Vision and Pattern Recognition · Computer Science 2023-09-22 Yifan Pu , Yiru Wang , Zhuofan Xia , Yizeng Han , Yulin Wang , Weihao Gan , Zidong Wang , Shiji Song , Gao Huang

This paper proposes a VR supermarket with an intelligent recommendation, which consists of three parts. The VR supermarket, the recommendation system, and the database. The VR supermarket provides a 360-degree virtual environment for users…

Human-Computer Interaction · Computer Science 2022-07-01 Jianze Huang , HaoLan Zhang , Huanda Lu , Xin Yu , Shaoyin Li

The main purpose of this work is in reducing the queuing delays in major supermarkets or other shopping centers by means of an Electronic Smart Cart System which will introduce an intellectual approach to billing process through RFID…

Other Computer Science · Computer Science 2016-08-15 Yerlan Berdaliyev , Alex Pappachen James