Electronics, Free Full-Text

Product recognition on grocery shelf images is a compelling task of object detection because of the similarity between products, the presence of the different scale of product sizes, and the high number of classes, in addition to constantly renewed packaging and added new products’ difficulty in data collection. The use of conventional methods alone is not enough to solve a number of retail problems such as planogram compliance, stock tracking on shelves, and customer support. The purpose of this study is to achieve significant results using the suggested multi-stage end-to-end process, including product detection, product classification, and refinement. The comparison of different methods is provided by a traditional computer vision approach, Aggregate Channel Features (ACF) and Single-Shot Detectors (SSD) are used in the product detection stage, and Speed-up Robust Features (SURF), Binary Robust Invariant Scalable Key points (BRISK), Oriented Features from Accelerated Segment Test (FAST), Rotated Binary Robust Independent Elementary Features (BRIEF) (ORB), and hybrids of these methods are used in the product classification stage. The experimental results used the entire Grocery Products dataset and its different subsets with a different number of products and images. The best performance was achieved with the use of SSD in the product detection stage and the hybrid use of SURF, BRISK, and ORB in the product classification stage, respectively. Additionally, the proposed approach performed comparably or better than existing models.

IES Electronics Engineering Study Material (ECE) Lecture Notes (Topic-wise) Buy Online Full Syllabus Covered Books (Study Notes)(GATE, ESE, PSU)

Feishell Magnetic Clear Case with Camera Lens Film Protection for iPhone 13 Pro Max 6.7 Inch,Compatible with MagSafe Wireless Charging,Stylish Plating Shockproof Transparent Slim Phone Case,Pink

Electronics - Free Books at EBD

Disposable Vape Electronic Cigarette Charging USB C Disposable Pen Eboat Purosin D8 Vape - China Disposable Vape, Vape Disposable 2g

Rep. Stephens, Sheriff Dart, & Commissioner Du Buclet Host November Electronics Recycling, Shred Truck, & Prescription Drug Drop Off Event - Brad Stephens

What is EDI (Electronic Data Interchange)?

Retail Personalization in 2022: Balancing Trust, Data Collection and Privacy

Electronics 100 Icons Universal Set for Stock Vector - Illustration of smart, telephone: 159345901

Roku Roku Express 4K+:Streaming Device HD/4K/HDR, Fast Wi-Fi, Voice Remote with TV controls, and Premium HDMI Cable 3941R2 - The Home Depot

Rep. Stephens & Commissioner Silvestri Host Shred & Electronics Recycling Event - Brad Stephens

Consumer Electronics and the IOT: Digital Evidence

ANTELOPE AUDIO ZEN GO SYNERGY CORE 4X8 USB-C AUDIO INTERFACE

💳 Did you know your library card gets you free access to the full Consumer Reports database? Read reviews and find buying guides for cars, …

Digital Electronics Circuits And Systems By Puri Free - Colaboratory

Re-Event City of Sioux City website