Patent for Image Recognition-Based E-cigarette Smoke Detection Method

Aug.23.2024
Patent for Image Recognition-Based E-cigarette Smoke Detection Method
IJOY applies for a patent for an image-based e-cigarette smoke detection method and system in Shenzhen, China.

According to information from Tianyancha, Shenzhen iJoy Technology Co., Ltd. (IJOY) has applied for a patent for a method and system for detecting e-cigarette smoke based on image recognition. The application number is CN202410896905.5, the application date is July 5, 2024, and the publication date is August 2, 2024.

Patent for Image Recognition-Based E-cigarette Smoke Detection Method
A method and system for e-cigarette smoke detection based on image recognition" patent application status | Image source: Tianyancha


According to its patent abstract,


This invention discloses a method and system for detecting e-cigarette smoke based on image recognition, which involves the field of image processing technology. The e-cigarette smoke detection system based on image recognition includes: an image rough recognition module, an image enhancement module, and an image precise recognition module. By using the residual frame stacking method to extract the smoke image to be recognized, combined with the dual recognition process of the smoke rough recognition model and smoke precise recognition model, the invention can effectively improve the accuracy of e-cigarette smoke recognition. The smoke rough recognition model quickly filters out images that may contain smoke, while the smoke precise recognition model further improves the accuracy of recognition. This step-by-step processing method significantly enhances recognition efficiency. It can continuously capture frames of real-time monitoring videos and automatically identify e-cigarette smoke, enabling real-time monitoring and automatic identification of e-cigarette use in public places, effectively reducing the resource consumption of manual monitoring.


We welcome news tips, article submissions, interview requests, or comments on this piece.

Please contact us at info@2firsts.com, or reach out to Alan Zhao, CEO of 2Firsts, on LinkedIn


Notice

1.  This article is intended solely for professional research purposes related to industry, technology, and policy. Any references to brands or products are made purely for objective description and do not constitute any form of endorsement, recommendation, or promotion by 2Firsts.

2.  The use of nicotine-containing products — including, but not limited to, cigarettes, e-cigarettes, nicotine pouchand heated tobacco products — carries significant health risks. Users are responsible for complying with all applicable laws and regulations in their respective jurisdictions.

3.  This article is not intended to serve as the basis for any investment decisions or financial advice. 2Firsts assumes no direct or indirect liability for any inaccuracies or errors in the content.

4.  Access to this article is strictly prohibited for individuals below the legal age in their jurisdiction.

 

Copyright

 

This article is either an original work created by 2Firsts or a reproduction from third-party sources with proper attribution. All copyrights and usage rights belong to 2Firsts or the original content provider. Unauthorized reproduction, distribution, or any other form of unauthorized use by any individual or organization is strictly prohibited. Violators will be held legally accountable.

For copyright-related inquiries, please contact: info@2firsts.com

 

AI Assistance Disclaimer

 

This article may have been enhanced using AI tools to improve translation and editorial efficiency. However, due to technical limitations, inaccuracies may occur. Readers are encouraged to refer to the cited sources for the most accurate information.

We welcome any corrections or feedback. Please contact us at: info@2firsts.com

FDA Revises Import Alert 98-07 Rules, Bringing May Enforcement Priorities Into Unauthorized ENDS Detentions
FDA Revises Import Alert 98-07 Rules, Bringing May Enforcement Priorities Into Unauthorized ENDS Detentions
The U.S. Food and Drug Administration has revised the rules under Import Alert 98-07 to incorporate its May 2026 enforcement-priority policy for certain electronic nicotine delivery systems marketed without premarket authorization. The alert continues to allow detention without physical examination, or DWPE, for ENDS lacking required marketing authorization, while directing field divisions to apply the May risk-based framework. When necessary, detention or refusal decisions must also undergo review by the FDA's Center for Tobacco Products. Products including PACHA and Vuse Pro have already emerged as industry examples of the May policy, although enforcement discretion does not constitute FDA marketing authorization.
News
Sep.28 by 2Firsts Perspectives
South Korea Fully Reviews Nicotine-Analog and Nicotine-Free Vape Liquid Imports, With Over 99% From China and Chinese Supply-Chain Documents Under Scrutiny
South Korea Fully Reviews Nicotine-Analog and Nicotine-Free Vape Liquid Imports, With Over 99% From China and Chinese Supply-Chain Documents Under Scrutiny
Korea Customs Service has tightened import controls on nicotine-analog and nicotine-free e-cigarette liquids, placing the products under 100% document review and subjecting all e-cigarette liquid import declarations to pre-clearance ingredient analysis. As of September 20, 2026, South Korea had imported about 15 metric tons of nicotine-analog liquids, 99.99% from China, and about 316 metric tons of nicotine-free liquids, including roughly 315 metric tons, or 99.7%, from China. The measures follow South Korea's April expansion of its tobacco definition to include synthetic nicotine products and include new checks on Chinese manufacturing, transaction and export documentation.
Sep.24
Canada Considers Easing Pharmacy-Only Nicotine Pouch Sales Rules, Potentially Reopening Convenience Store Channel
Canada Considers Easing Pharmacy-Only Nicotine Pouch Sales Rules, Potentially Reopening Convenience Store Channel
Canada's federal government is considering changes to current restrictions on where nicotine pouches can be sold, potentially allowing authorized products to return to convenience stores and other general retail channels, although no decision has been made. Since 2024, emerging nicotine replacement therapy products such as nicotine pouches have been largely restricted to behind-the-counter pharmacy sales. Health Canada, meanwhile, continues to recall unauthorized and higher-strength nicotine pouches, indicating that the current discussion concerns retail access for authorized products rather than a broad relaxation of nicotine pouch regulation.
Sep.14
Sweden Finds ZYN Ingredient Labels Noncompliant Over Generic Flavoring Disclosure, Swedish Match Faces SEK 2 Million Monthly Penalty
Sweden Finds ZYN Ingredient Labels Noncompliant Over Generic Flavoring Disclosure, Swedish Match Faces SEK 2 Million Monthly Penalty
Sweden's Public Health Agency has found ingredient labels on ZYN nicotine pouches sold by Philip Morris International subsidiary Swedish Match to be noncompliant, according to Dagens industri. The products' packaging listed 10 to 13 ingredients, compared with 11 to 42 in regulatory submissions, with multiple flavoring ingredients grouped under the generic term "aromer." The agency ordered corrective action, warning of a conditional penalty of SEK 2 million per month for noncompliance. The order applies only to products manufactured after the decision becomes legally effective and does not require recalls. Swedish Match disputes the agency's interpretation and plans to appeal.
PMI
Oct.22
Kumulus Vape2026 H1 Revenue Falls 8.3% but Profit Rises 24% as B2B Weakens and Consumer Channels Grow
Kumulus Vape2026 H1 Revenue Falls 8.3% but Profit Rises 24% as B2B Weakens and Consumer Channels Grow
French vaping company Kumulus Vape reported first-half 2026 revenue of €25.5 million, down 8.3% year over year, as its core B2B distribution business fell 11% to €21.6 million. B2C and store-network revenue rose 5.6% and 17.8%, respectively. Commercial margin increased to 26.3% from 21.7%, while net profit rose 24.1% to €0.8 million. The company attributed the profitability improvement to catalog optimization, logistics restructuring and the ramp-up of Labster, its in-house production unit for proprietary brands.
Market
Sep.17 by 2Firsts Perspectives
Philippines BIR Steps Up Illicit Vape Enforcement Ahead of Christmas Shopping
Philippines BIR Steps Up Illicit Vape Enforcement Ahead of Christmas Shopping
The Philippines’ Bureau of Internal Revenue is intensifying enforcement against illicit vape and tobacco products ahead of the Christmas shopping season, directing regional and enforcement offices to strengthen monitoring of production sites, warehouses, distribution channels and retail outlets. The BIR destroyed 240,550 illicit vape products in August with an estimated tax liability of about PHP1.53 billion. A nationwide tax-compliance operation in July also inspected 3,590 businesses involved in tobacco and vapor products.
Regulations
Sep.17 by 2Firsts Perspectives