CN110399581A - 基于机器学习的页面渲染方法、设备、存储介质及装置 - Google Patents
基于机器学习的页面渲染方法、设备、存储介质及装置 Download PDFInfo
- Publication number
- CN110399581A CN110399581A CN201910670809.8A CN201910670809A CN110399581A CN 110399581 A CN110399581 A CN 110399581A CN 201910670809 A CN201910670809 A CN 201910670809A CN 110399581 A CN110399581 A CN 110399581A
- Authority
- CN
- China
- Prior art keywords
- page
- sample
- target
- image
- machine learning
- 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.)
- Granted
Links
- 238000009877 rendering Methods 0.000 title claims abstract description 87
- 238000000034 method Methods 0.000 title claims abstract description 67
- 238000010801 machine learning Methods 0.000 title claims abstract description 62
- 238000005457 optimization Methods 0.000 claims abstract description 127
- 230000005540 biological transmission Effects 0.000 claims abstract description 23
- 230000006870 function Effects 0.000 claims description 65
- 238000007906 compression Methods 0.000 claims description 54
- 230000006835 compression Effects 0.000 claims description 54
- 238000001514 detection method Methods 0.000 claims description 6
- 238000010586 diagram Methods 0.000 description 8
- 230000008569 process Effects 0.000 description 8
- 230000008447 perception Effects 0.000 description 7
- 230000008859 change Effects 0.000 description 6
- 238000004891 communication Methods 0.000 description 4
- 238000010276 construction Methods 0.000 description 4
- 238000012549 training Methods 0.000 description 4
- 238000009434 installation Methods 0.000 description 3
- 230000000694 effects Effects 0.000 description 2
- 238000013507 mapping Methods 0.000 description 2
- 230000010355 oscillation Effects 0.000 description 2
- 238000012545 processing Methods 0.000 description 2
- 230000009467 reduction Effects 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 238000004422 calculation algorithm Methods 0.000 description 1
- 238000009795 derivation Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 238000001035 drying Methods 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 230000002035 prolonged effect Effects 0.000 description 1
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/957—Browsing optimisation, e.g. caching or content distillation
- G06F16/9574—Browsing optimisation, e.g. caching or content distillation of access to content, e.g. by caching
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/957—Browsing optimisation, e.g. caching or content distillation
- G06F16/9577—Optimising the visualization of content, e.g. distillation of HTML documents
Landscapes
- Engineering & Computer Science (AREA)
- Databases & Information Systems (AREA)
- Theoretical Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Compression Of Band Width Or Redundancy In Fax (AREA)
- Image Analysis (AREA)
Abstract
Description
图像等级 | 最小像素 | 最大像素 |
大图像 | 1920×1200 | 无 |
大中图像 | 1681×1051 | 1920×1200 |
中图像 | 1025×769 | 1680×1050 |
中小图像 | 257×257 | 1024×768 |
小图像 | 57×57 | 256×256 |
图像 | 像素 | 图像大小 | 满意度 |
原始图像1 | 3800*3800 | 13.1M | 87% |
优化后的图像1 | 2650*2650 | 7.86M | 92% |
原始图像2 | 1880*1675 | 7.27M | 89% |
优化后的图像2 | 1330*1135 | 5.09M | 93% |
原始图像3 | 376*381 | 420K | 93% |
优化后的图像3 | 326*330 | 378K | 96% |
Claims (10)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910670809.8A CN110399581B (zh) | 2019-07-23 | 2019-07-23 | 基于机器学习的页面渲染方法、设备、存储介质及装置 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201910670809.8A CN110399581B (zh) | 2019-07-23 | 2019-07-23 | 基于机器学习的页面渲染方法、设备、存储介质及装置 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN110399581A true CN110399581A (zh) | 2019-11-01 |
CN110399581B CN110399581B (zh) | 2021-11-02 |
Family
ID=68325989
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201910670809.8A Active CN110399581B (zh) | 2019-07-23 | 2019-07-23 | 基于机器学习的页面渲染方法、设备、存储介质及装置 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN110399581B (zh) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111177622A (zh) * | 2019-12-23 | 2020-05-19 | 深圳壹账通智能科技有限公司 | 基于机器学习的网页渲染方法、装置和计算机设备 |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20080252662A1 (en) * | 2007-04-11 | 2008-10-16 | Edward Craig Hyatt | Methods of Displaying Information at Different Zoom Settings and Related Devices and Computer Program Products |
US20110047505A1 (en) * | 2009-08-20 | 2011-02-24 | Xerox Corporation | Object based adaptive document resizing |
CN106846254A (zh) * | 2017-02-15 | 2017-06-13 | 深圳创维-Rgb电子有限公司 | 一种基于云端自主学习的图像缩放方法及*** |
CN107491560A (zh) * | 2017-09-20 | 2017-12-19 | 广东欧珀移动通信有限公司 | 页面图片显示方法、装置、存储介质、服务器及移动终端 |
CN108876764A (zh) * | 2018-05-21 | 2018-11-23 | 北京旷视科技有限公司 | 渲染图像获取方法、装置、***和存储介质 |
-
2019
- 2019-07-23 CN CN201910670809.8A patent/CN110399581B/zh active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20080252662A1 (en) * | 2007-04-11 | 2008-10-16 | Edward Craig Hyatt | Methods of Displaying Information at Different Zoom Settings and Related Devices and Computer Program Products |
US20110047505A1 (en) * | 2009-08-20 | 2011-02-24 | Xerox Corporation | Object based adaptive document resizing |
CN106846254A (zh) * | 2017-02-15 | 2017-06-13 | 深圳创维-Rgb电子有限公司 | 一种基于云端自主学习的图像缩放方法及*** |
CN107491560A (zh) * | 2017-09-20 | 2017-12-19 | 广东欧珀移动通信有限公司 | 页面图片显示方法、装置、存储介质、服务器及移动终端 |
CN108876764A (zh) * | 2018-05-21 | 2018-11-23 | 北京旷视科技有限公司 | 渲染图像获取方法、装置、***和存储介质 |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111177622A (zh) * | 2019-12-23 | 2020-05-19 | 深圳壹账通智能科技有限公司 | 基于机器学习的网页渲染方法、装置和计算机设备 |
Also Published As
Publication number | Publication date |
---|---|
CN110399581B (zh) | 2021-11-02 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN105975576B (zh) | 终端内容适配显示方法、装置和终端 | |
CN108399052B (zh) | 图片压缩方法、装置、计算机设备和存储介质 | |
CN106021421B (zh) | 一种加速网页渲染的方法及装置 | |
US10834424B2 (en) | Method and device for compressing image, and electronic device | |
CN112182444B (zh) | 数据渲染***、方法及电子设备 | |
CN109062715B (zh) | 内存时钟频率的确定方法、装置及终端 | |
CN108492338B (zh) | 动画文件的压缩方法、装置、存储介质和电子装置 | |
CN103685923B (zh) | 图像信息处理***、图像信息处理装置以及方法 | |
CN103164231A (zh) | 一种输入法虚拟键盘皮肤管理方法和设备 | |
CN107622483A (zh) | 一种图像合成方法及终端 | |
CN104765600A (zh) | 一种页面处理方法 | |
CN107766492A (zh) | 一种图像搜索的方法和装置 | |
CN109361947A (zh) | 网络资源批量加载方法、智能电视、存储介质及装置 | |
CN111679877B (zh) | 一种变更终端设备背景的方法、装置和电子设备 | |
CN110399511A (zh) | 基于Redis的图片缓存方法、设备、存储介质及装置 | |
CN103870508A (zh) | 一种网页缩放方法、装置和*** | |
CN106528758B (zh) | 一种选取图片方法及装置 | |
CN110399581A (zh) | 基于机器学习的页面渲染方法、设备、存储介质及装置 | |
CN109918592A (zh) | 图片的加载方法、装置、终端及计算机可读存储介质 | |
CN113076159B (zh) | 图像显示方法和装置、存储介质及电子设备 | |
CN109615620A (zh) | 图像压缩度识别方法、装置、设备及计算机可读存储介质 | |
CN104765599A (zh) | 一种终端 | |
CN107193815B (zh) | 一种页面代码的处理方法、装置及设备 | |
CN109388726A (zh) | 一种图片显示方法、装置、设备及计算机可读介质 | |
CN117112090A (zh) | 业务页面主题生成方法、装置、计算机设备、介质和产品 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
EE01 | Entry into force of recordation of patent licensing contract |
Application publication date: 20191101 Assignee: Yunnan Ziying economic and Trade Co.,Ltd. Assignor: SOUTH CENTRAL University FOR NATIONALITIES Contract record no.: X2023420000234 Denomination of invention: Machine learning based page rendering methods, devices, storage media, and devices Granted publication date: 20211102 License type: Common License Record date: 20230710 Application publication date: 20191101 Assignee: Yunnan Tuoheng Technology Co.,Ltd. Assignor: SOUTH CENTRAL University FOR NATIONALITIES Contract record no.: X2023420000235 Denomination of invention: Machine learning based page rendering methods, devices, storage media, and devices Granted publication date: 20211102 License type: Common License Record date: 20230710 Application publication date: 20191101 Assignee: Fengzhuo (Luoyang) Electromechanical Technology Co.,Ltd. Assignor: SOUTH CENTRAL University FOR NATIONALITIES Contract record no.: X2023420000232 Denomination of invention: Machine learning based page rendering methods, devices, storage media, and devices Granted publication date: 20211102 License type: Common License Record date: 20230707 |
|
EE01 | Entry into force of recordation of patent licensing contract | ||
EE01 | Entry into force of recordation of patent licensing contract | ||
EE01 | Entry into force of recordation of patent licensing contract |
Application publication date: 20191101 Assignee: Yunnan Gengxin Technology Co.,Ltd. Assignor: SOUTH CENTRAL University FOR NATIONALITIES Contract record no.: X2023420000240 Denomination of invention: Machine learning based page rendering methods, devices, storage media, and devices Granted publication date: 20211102 License type: Common License Record date: 20230713 |
|
EE01 | Entry into force of recordation of patent licensing contract | ||
EE01 | Entry into force of recordation of patent licensing contract |
Application publication date: 20191101 Assignee: YUNNAN HANGYUE AGRICULTURE TECHNOLOGY CO.,LTD. Assignor: SOUTH CENTRAL University FOR NATIONALITIES Contract record no.: X2023420000267 Denomination of invention: Machine learning based page rendering methods, devices, storage media, and devices Granted publication date: 20211102 License type: Common License Record date: 20230802 |
|
EE01 | Entry into force of recordation of patent licensing contract | ||
EE01 | Entry into force of recordation of patent licensing contract |
Application publication date: 20191101 Assignee: Yunnan Shalang Rural Tourism Resources Development Co.,Ltd. Assignor: SOUTH CENTRAL University FOR NATIONALITIES Contract record no.: X2023420000273 Denomination of invention: Machine learning based page rendering methods, devices, storage media, and devices Granted publication date: 20211102 License type: Common License Record date: 20230804 Application publication date: 20191101 Assignee: Yunnan Shuai Toudou Agricultural Technology Co.,Ltd. Assignor: SOUTH CENTRAL University FOR NATIONALITIES Contract record no.: X2023420000274 Denomination of invention: Machine learning based page rendering methods, devices, storage media, and devices Granted publication date: 20211102 License type: Common License Record date: 20230804 Application publication date: 20191101 Assignee: Yunnan Shuaixiao Sauce Agricultural Technology Co.,Ltd. Assignor: SOUTH CENTRAL University FOR NATIONALITIES Contract record no.: X2023420000272 Denomination of invention: Machine learning based page rendering methods, devices, storage media, and devices Granted publication date: 20211102 License type: Common License Record date: 20230804 Application publication date: 20191101 Assignee: Yunnan Shengmai Agricultural Technology Co.,Ltd. Assignor: SOUTH CENTRAL University FOR NATIONALITIES Contract record no.: X2023420000275 Denomination of invention: Machine learning based page rendering methods, devices, storage media, and devices Granted publication date: 20211102 License type: Common License Record date: 20230804 |