KR102824321B1 - 공간 인식 조건부 gan들을 이용하는 고해상도 제어가능한 얼굴 노화 - Google Patents
공간 인식 조건부 gan들을 이용하는 고해상도 제어가능한 얼굴 노화 Download PDFInfo
- Publication number
- KR102824321B1 KR102824321B1 KR1020237002611A KR20237002611A KR102824321B1 KR 102824321 B1 KR102824321 B1 KR 102824321B1 KR 1020237002611 A KR1020237002611 A KR 1020237002611A KR 20237002611 A KR20237002611 A KR 20237002611A KR 102824321 B1 KR102824321 B1 KR 102824321B1
- Authority
- KR
- South Korea
- Prior art keywords
- aging
- delete delete
- image
- skin
- computing device
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T11/00—Two-dimensional [2D] image generation
-
- A—HUMAN NECESSITIES
- A45—HAND OR TRAVELLING ARTICLES
- A45D—HAIRDRESSING OR SHAVING EQUIPMENT; EQUIPMENT FOR COSMETICS OR COSMETIC TREATMENTS, e.g. FOR MANICURING OR PEDICURING
- A45D44/00—Other cosmetic or toiletry articles, e.g. for hairdressers' rooms
- A45D44/005—Other cosmetic or toiletry articles, e.g. for hairdressers' rooms for selecting or displaying personal cosmetic colours or hairstyle
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
- G06N3/0455—Auto-encoder networks; Encoder-decoder networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/0464—Convolutional networks [CNN, ConvNet]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/0475—Generative networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/088—Non-supervised learning, e.g. competitive learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/0895—Weakly supervised learning, e.g. semi-supervised or self-supervised learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/094—Adversarial learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/06—Buying, selling or leasing transactions
- G06Q30/0601—Electronic shopping [e-shopping]
- G06Q30/0631—Recommending goods or services
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/06—Buying, selling or leasing transactions
- G06Q30/0601—Electronic shopping [e-shopping]
- G06Q30/0641—Electronic shopping [e-shopping] utilising user interfaces specially adapted for shopping
- G06Q30/0643—Electronic shopping [e-shopping] utilising user interfaces specially adapted for shopping graphically representing goods, e.g. 3D product representation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T3/00—Geometric image transformations in the plane of the image
- G06T3/40—Scaling of whole images or parts thereof, e.g. expanding or contracting
- G06T3/4053—Scaling of whole images or parts thereof, e.g. expanding or contracting based on super-resolution, i.e. the output image resolution being higher than the sensor resolution
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/0002—Inspection of images, e.g. flaw detection
- G06T7/0012—Biomedical image inspection
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
- G06V10/443—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
- G06V10/449—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
- G06V10/451—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
- G06V10/454—Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/50—Extraction of image or video features by performing operations within image blocks; by using histograms, e.g. histogram of oriented gradients [HoG]; by summing image-intensity values; Projection analysis
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
- G06V10/765—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects using rules for classification or partitioning the feature space
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
- G06V10/774—Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
- G06V40/168—Feature extraction; Face representation
- G06V40/171—Local features and components; Facial parts ; Occluding parts, e.g. glasses; Geometrical relationships
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20081—Training; Learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20084—Artificial neural networks [ANN]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30004—Biomedical image processing
- G06T2207/30088—Skin; Dermal
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/30—Subject of image; Context of image processing
- G06T2207/30196—Human being; Person
- G06T2207/30201—Face
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- General Health & Medical Sciences (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Computing Systems (AREA)
- Software Systems (AREA)
- Multimedia (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Business, Economics & Management (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biomedical Technology (AREA)
- Molecular Biology (AREA)
- Databases & Information Systems (AREA)
- Biophysics (AREA)
- Data Mining & Analysis (AREA)
- General Engineering & Computer Science (AREA)
- Mathematical Physics (AREA)
- Computational Linguistics (AREA)
- Oral & Maxillofacial Surgery (AREA)
- Accounting & Taxation (AREA)
- Finance (AREA)
- Marketing (AREA)
- Development Economics (AREA)
- Economics (AREA)
- Strategic Management (AREA)
- General Business, Economics & Management (AREA)
- Biodiversity & Conservation Biology (AREA)
- Human Computer Interaction (AREA)
- Quality & Reliability (AREA)
- Radiology & Medical Imaging (AREA)
- Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
- Image Processing (AREA)
- Processing Or Creating Images (AREA)
Applications Claiming Priority (5)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US202063046011P | 2020-06-30 | 2020-06-30 | |
| US63/046,011 | 2020-06-30 | ||
| FR2009199 | 2020-09-11 | ||
| FR2009199A FR3112633B1 (fr) | 2020-06-30 | 2020-09-11 | Vieillissement du visage contrôlable à haute résolution avec des GAN conditionnels à sensibilité spatiale |
| PCT/EP2021/067890 WO2022002964A1 (en) | 2020-06-30 | 2021-06-29 | High-resolution controllable face aging with spatially-aware conditional gans |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| KR20230028481A KR20230028481A (ko) | 2023-02-28 |
| KR102824321B1 true KR102824321B1 (ko) | 2025-06-26 |
Family
ID=76765173
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| KR1020237002611A Active KR102824321B1 (ko) | 2020-06-30 | 2021-06-29 | 공간 인식 조건부 gan들을 이용하는 고해상도 제어가능한 얼굴 노화 |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US12067645B2 (https=) |
| EP (1) | EP4150514A1 (https=) |
| JP (1) | JP7690500B2 (https=) |
| KR (1) | KR102824321B1 (https=) |
| CN (1) | CN116097319A (https=) |
| WO (1) | WO2022002964A1 (https=) |
Families Citing this family (10)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN112287852B (zh) * | 2020-11-02 | 2023-11-21 | 腾讯科技(深圳)有限公司 | 人脸图像的处理方法、显示方法、装置及设备 |
| US12307616B2 (en) * | 2021-09-13 | 2025-05-20 | Disney Enterprises, Inc. | Techniques for re-aging faces in images and video frames |
| JP7813426B2 (ja) * | 2022-03-25 | 2026-02-13 | 株式会社コーセーホールディングス | 情報処理装置の動作方法、情報処理装置、及びプログラム |
| FR3135556B1 (fr) * | 2022-05-10 | 2025-02-14 | Oreal | Détection et visualisation de signes cutanés au moyen d’une carte thermique |
| FR3135557B1 (fr) * | 2022-05-10 | 2024-09-27 | Oreal | Procédé de prédiction d’évolution temporelle de signes cutanés |
| KR102747570B1 (ko) * | 2022-08-11 | 2024-12-31 | 박영순 | 사진 이미지를 자동으로 편집하는 방법 및 장치 |
| FR3144888A1 (fr) * | 2023-01-06 | 2024-07-12 | L'oreal | Procédé de modélisation et d’évaluation de l’évolution des signes de l’âge chez un utilisateur. |
| CN116758611B (zh) * | 2023-06-12 | 2025-11-04 | 沈阳工业大学 | 一种人脸年龄化模拟方法 |
| KR20250092445A (ko) | 2023-12-15 | 2025-06-24 | 한국전자통신연구원 | 시선 방향의 제어가 가능한 얼굴 이미지 생성 방법 및 이를 위한 장치 |
| KR102805324B1 (ko) * | 2024-10-10 | 2025-05-13 | 주식회사 덱스터스튜디오 | 비디오 시퀀스에 대한 디에이징 항상성 유지를 위한 영상 제작 방법 |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20140229239A1 (en) * | 2013-02-14 | 2014-08-14 | Bank Of America Corporation | Face retirement tool |
| US20180150684A1 (en) | 2016-11-30 | 2018-05-31 | Shenzhen AltumView Technology Co., Ltd. | Age and gender estimation using small-scale convolutional neural network (cnn) modules for embedded systems |
| US20200170564A1 (en) * | 2018-12-04 | 2020-06-04 | Ruowei JIANG | Automatic image-based skin diagnostics using deep learning |
Family Cites Families (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US3547373A (en) | 1968-05-23 | 1970-12-15 | Eastman Kodak Co | Cartridge and means for locating a cartridge on a projector or the like |
| WO2018143707A1 (ko) * | 2017-02-01 | 2018-08-09 | 주식회사 엘지생활건강 | 메이크업 평가 시스템 및 그의 동작 방법 |
| US10621771B2 (en) * | 2017-03-21 | 2020-04-14 | The Procter & Gamble Company | Methods for age appearance simulation |
| KR102297301B1 (ko) * | 2017-05-31 | 2021-09-06 | 더 프록터 앤드 갬블 캄파니 | 겉보기 피부 나이를 결정하기 위한 시스템 및 방법 |
| US10325673B2 (en) * | 2017-07-25 | 2019-06-18 | Insilico Medicine, Inc. | Deep transcriptomic markers of human biological aging and methods of determining a biological aging clock |
| CN107977629A (zh) * | 2017-12-04 | 2018-05-01 | 电子科技大学 | 一种基于特征分离对抗网络的人脸图像衰老合成方法 |
| US10943156B2 (en) * | 2018-01-05 | 2021-03-09 | L'oreal | Machine-implemented facial health and beauty assistant |
| CN109584327B (zh) * | 2018-11-08 | 2023-07-25 | 深圳市威富视界有限公司 | 人脸老化模拟方法、装置以及设备 |
| CN110322394A (zh) * | 2019-06-18 | 2019-10-11 | 中国科学院自动化研究所 | 基于属性引导的人脸年龄老化图像对抗生成方法及装置 |
-
2021
- 2021-06-29 KR KR1020237002611A patent/KR102824321B1/ko active Active
- 2021-06-29 JP JP2022580297A patent/JP7690500B2/ja active Active
- 2021-06-29 CN CN202180046647.6A patent/CN116097319A/zh active Pending
- 2021-06-29 EP EP21737441.2A patent/EP4150514A1/en active Pending
- 2021-06-29 WO PCT/EP2021/067890 patent/WO2022002964A1/en not_active Ceased
- 2021-06-30 US US17/363,098 patent/US12067645B2/en active Active
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20140229239A1 (en) * | 2013-02-14 | 2014-08-14 | Bank Of America Corporation | Face retirement tool |
| US20180150684A1 (en) | 2016-11-30 | 2018-05-31 | Shenzhen AltumView Technology Co., Ltd. | Age and gender estimation using small-scale convolutional neural network (cnn) modules for embedded systems |
| US20200170564A1 (en) * | 2018-12-04 | 2020-06-04 | Ruowei JIANG | Automatic image-based skin diagnostics using deep learning |
Non-Patent Citations (1)
| Title |
|---|
| Peipei Li, et al., "Global and Local Consistent Age Generative Adversarial Networks", ICPR 2018, arXiv:1801.08390v1 [cs.CV] 25 Jan 2018* |
Also Published As
| Publication number | Publication date |
|---|---|
| US12067645B2 (en) | 2024-08-20 |
| WO2022002964A1 (en) | 2022-01-06 |
| KR20230028481A (ko) | 2023-02-28 |
| US20210407153A1 (en) | 2021-12-30 |
| JP2023531265A (ja) | 2023-07-21 |
| JP7690500B2 (ja) | 2025-06-10 |
| CN116097319A (zh) | 2023-05-09 |
| EP4150514A1 (en) | 2023-03-22 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| KR102824321B1 (ko) | 공간 인식 조건부 gan들을 이용하는 고해상도 제어가능한 얼굴 노화 | |
| Singh et al. | Neural style transfer: A critical review | |
| Wang et al. | A survey on face data augmentation for the training of deep neural networks | |
| JP2023531265A5 (https=) | ||
| Natarajan et al. | Dynamic GAN for high-quality sign language video generation from skeletal poses using generative adversarial networks | |
| US11995703B2 (en) | Image-to-image translation using unpaired data for supervised learning | |
| CN116848560B (zh) | 经由模型估计的类嵌入应用连续效果 | |
| US11769227B2 (en) | Generating synthesized digital images utilizing a multi-resolution generator neural network | |
| KR20210119438A (ko) | 얼굴 재연을 위한 시스템 및 방법 | |
| US10650283B2 (en) | Electronic apparatus and control method thereof | |
| Wang et al. | A survey on face data augmentation | |
| US20220207790A1 (en) | Image generation method and apparatus, and computer | |
| Despois et al. | AgingMapGAN (AMGAN): High-resolution controllable face aging with spatially-aware conditional GANs | |
| CN113298226A (zh) | 通过中间潜在空间控制神经网络 | |
| US11861762B2 (en) | Generating synthesized digital images utilizing class-specific machine-learning models | |
| US11074671B2 (en) | Electronic apparatus and control method thereof | |
| Ardino et al. | Semantic-guided inpainting network for complex urban scenes manipulation | |
| US20240029354A1 (en) | Facial texture synthesis for three-dimensional morphable models | |
| FR3112633A1 (fr) | Vieillissement du visage contrôlable à haute résolution avec des GAN conditionnels à sensibilité spatiale | |
| KR20260064428A (ko) | 생성형 ai를 이용한 가상 메이크업 솔루션 제공 시스템 | |
| CN121837819A (zh) | 卧蚕生成模型训练方法、卧蚕生成方法、装置和存储介质 | |
| Wang | Generative Image Inpainting with Deep Learning | |
| CN120388111A (zh) | 图像处理方法、装置、计算机设备、存储介质和程序产品 | |
| CN121837404A (zh) | 图像处理方法、图像重建模型的训练方法和电子设备 | |
| HK40044551B (zh) | 一种图像处理方法、装置、电子设备及存储介质 |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| A201 | Request for examination | ||
| PA0105 | International application |
Patent event date: 20230120 Patent event code: PA01051R01D Comment text: International Patent Application |
|
| PA0201 | Request for examination |
Patent event code: PA02012R01D Patent event date: 20230120 Comment text: Request for Examination of Application |
|
| PG1501 | Laying open of application | ||
| E902 | Notification of reason for refusal | ||
| PE0902 | Notice of grounds for rejection |
Comment text: Notification of reason for refusal Patent event date: 20241015 Patent event code: PE09021S01D |
|
| E701 | Decision to grant or registration of patent right | ||
| PE0701 | Decision of registration |
Patent event code: PE07011S01D Comment text: Decision to Grant Registration Patent event date: 20250604 |
|
| PG1601 | Publication of registration |