TWI659366B - Method and electronic device for playing advertisements based on facial features - Google Patents

Method and electronic device for playing advertisements based on facial features Download PDF

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Publication number
TWI659366B
TWI659366B TW107129115A TW107129115A TWI659366B TW I659366 B TWI659366 B TW I659366B TW 107129115 A TW107129115 A TW 107129115A TW 107129115 A TW107129115 A TW 107129115A TW I659366 B TWI659366 B TW I659366B
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facial features
facial
viewer
display
advertisements based
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TW107129115A
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Chinese (zh)
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TW202009784A (en
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田永平
徐偉軒
吳家齊
廖燕鈴
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財團法人工業技術研究院
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Abstract

本發明提出一種基於臉部特徵播放廣告的方法,用於一電子裝置中,包括:藉由一影像擷取裝置擷取一觀看者的臉部影像;分析上述臉部影像之臉部特徵,以辨識上述觀看者所屬的族群,從上述廣告中選擇對應上述族群的一特定廣告;以及藉由一顯示器播放上述特定廣告;當觀看上述特定廣告的上述觀看者之上述臉部特徵改變時,判斷上述臉部特徵是否屬於正向情緒;以及當判斷上述臉部特徵屬於正向情緒時,產生對應上述特定廣告的一專屬連結,傳送至上述顯示器以顯示上述專屬連結。本發明更包括一種基於臉部特徵播放廣告的電子裝置。 The present invention provides a method for playing advertisements based on facial features, which is used in an electronic device, including: capturing an image of a viewer's face by an image capturing device; analyzing the facial features of the facial image to Identify the ethnic group to which the viewer belongs, select a specific advertisement corresponding to the ethnic group from the advertisements, and play the specific advertisement through a display; when the facial features of the viewer watching the specific advertisement change, determine the above Whether the facial feature belongs to a positive emotion; and when determining that the facial feature belongs to a positive emotion, an exclusive link corresponding to the specific advertisement is generated and transmitted to the display to display the exclusive link. The invention further includes an electronic device for playing advertisements based on facial features.

Description

基於臉部特徵播放廣告的方法及電子裝置 Method and electronic device for playing advertisement based on facial features

本發明係有關於一種基於臉部特徵播放廣告的方法及電子裝置。 The invention relates to a method and an electronic device for playing advertisements based on facial features.

某些商場架設電子看板向其消費者提供廣告。例如,電子互動看板可在消費者進入一位置時自動播放廣告。作為一個更具體的示例,當消費者接近一商場門口時,電子看板可向該消費者播放廣告。然而,未分類的廣告因其被廣泛播放且其大部分對消費者而言可能具有極少或並無價值。 Some malls have electronic signboards to provide advertisements to their consumers. For example, electronic interactive signage can automatically play advertisements when a consumer enters a location. As a more specific example, when a consumer approaches a mall door, the electronic signage may play an advertisement to the consumer. However, uncategorized ads are widely broadcast and most of them may be of little or no value to consumers.

因此,一種基於臉部特徵播放廣告的方法及電子裝置用以動態掌握消費者對於電子看板所播放廣告的好惡,從而插入行銷活動,使廣告商得以向這些消費者發送優惠券或優惠促銷。 Therefore, a method for playing advertisements based on facial features and an electronic device are used to dynamically grasp consumers' likes and dislikes of advertisements displayed on an electronic signboard, thereby inserting marketing activities and enabling advertisers to send coupons or promotions to these consumers.

以下發明的內容為示例性的,且不意指以任何方式加以限制。除所述說明方面、實施方式和特徵之外,透過參照附圖和下述具體實施方式,其他方面、實施方式和特徵也將顯而易見。即,以下發明的內容被提供以介紹概念、重點、益處及本文所描述新穎且非顯而易見的技術優勢。所選擇,非所有的,實施 例將進一步詳細描述如下。因此,以下發明的內容並不意旨在所要求保護主題的必要特徵,也不意旨在決定所要求保護主題的範圍中使用。 The content of the following invention is exemplary and is not intended to be limiting in any way. In addition to the described aspects, embodiments, and features, other aspects, embodiments, and features will also be apparent by reference to the drawings and the following specific embodiments. That is, the contents of the following inventions are provided to introduce concepts, important points, benefits, and novel and non-obvious technical advantages described herein. Selected, not owned, implemented Examples will be described in further detail below. Therefore, the content of the following invention is not intended to be an essential feature of the claimed subject matter, nor is it intended to determine the scope of the claimed subject matter for use.

本發明提供一種基於臉部特徵播放廣告的方法及電子裝置。 The invention provides a method and an electronic device for playing advertisements based on facial features.

本發明提出一種基於臉部特徵播放廣告的電子裝置,包括:一顯示器,用以播放複數廣告;一影像擷取裝置,用以擷取一觀看者的臉部影像;一處理器,耦接上述影像擷取裝置及上述顯示器,接收上述臉部影像並分析上述臉部影像之臉部特徵,以辨識上述觀看者所屬的族群,從上述廣告中選擇對應上述族群的一特定廣告,並傳送上述特定廣告至上述顯示器,以播放上述特定廣告;當觀看上述特定廣告的上述觀看者的上述臉部特徵改變時,上述處理器判斷上述臉部特徵是否屬於正向情緒;以及當上述處理器判斷上述臉部特徵屬於正向情緒時,上述處理器產生對應上述特定廣告的一專屬連結,傳送至上述顯示器以顯示上述專屬連結。 The invention provides an electronic device for playing advertisements based on facial features, including: a display for playing a plurality of advertisements; an image capturing device for capturing an image of a viewer's face; and a processor coupled to the foregoing The image capturing device and the display receive the facial image and analyze the facial characteristics of the facial image to identify the group to which the viewer belongs, select a specific advertisement corresponding to the group from the advertisement, and transmit the specific advertisement Advertising to the display to play the specific advertisement; when the facial feature of the viewer watching the specific advertisement changes, the processor determines whether the facial feature belongs to a positive emotion; and when the processor determines the face When some of the features are positive emotions, the processor generates an exclusive link corresponding to the specific advertisement and sends it to the display to display the exclusive link.

在一些實施例中,上述專屬連結為一快速響應矩陣圖碼(Quick Response Code,QR code),用以提供上述觀看者檢視或使用上述特定廣告之相關網頁或優惠券。 In some embodiments, the exclusive link is a Quick Response Code (QR code) for providing the viewer to view or use the related webpage or coupon for the specific advertisement.

在一些實施例中,上述族群係根據上述觀看者的性別與年齡做區分。 In some embodiments, the ethnic group is distinguished according to the gender and age of the viewer.

在一些實施例中,當上述處理器判斷上述臉部特徵為上述正向情緒時,上述處理器記錄上述觀看者的上述族群及上述正向情緒。 In some embodiments, when the processor determines that the facial feature is the positive emotion, the processor records the ethnic group and the positive emotion of the viewer.

在一些實施例中,當上述處理器判斷上述臉部特徵屬於負向情緒時,記錄上述觀看者的上述族群及上述負向情緒,並切換至與上述特定廣告不相同的另一廣告。 In some embodiments, when the processor determines that the facial features belong to a negative emotion, the processor records the ethnic group and the negative emotion of the viewer, and switches to another advertisement different from the specific advertisement.

在一些實施例中,上述正向情緒係由上述處理器判斷為下列組合中任一種之情緒:興奮、快樂、愉悅、輕鬆、寧靜及冷靜。 In some embodiments, the above-mentioned positive emotion is an emotion determined by the processor as any one of the following combinations: excitement, happiness, joy, relaxation, tranquility, and calmness.

在一些實施例中,上述負向情緒係由上述處理器判斷為下列組合中任一種之情緒:苦惱、生氣、緊張、悲傷、無聊及困倦。 In some embodiments, the negative emotion is an emotion determined by the processor as any one of the following combinations: distressed, angry, nervous, sad, bored, and sleepy.

在一些實施例中,上述處理器還記錄上述觀看者的一觀看資訊,上述觀看資訊包括上述觀看者觀看上述廣告的時間、地點、瀏覽歷史以及停留時間。 In some embodiments, the processor further records a viewing information of the viewer, and the viewing information includes a time, a place, a browsing history, and a staying time of the viewer watching the advertisement.

在一些實施例中,當上述影像擷取裝置未擷取到任何臉部影像時,上述處理器傳送一指示訊號至上述顯示器,以指示上述顯示器隨機播放上述廣告。 In some embodiments, when the image capturing device does not capture any facial images, the processor sends an instruction signal to the display to instruct the display to randomly play the advertisement.

本發明提出一種基於臉部特徵播放廣告的方法,用於一電子裝置中,包括:藉由一影像擷取裝置擷取一觀看者的臉部影像;分析上述臉部影像之臉部特徵,以辨識上述觀看者所屬的族群,從上述廣告中選擇對應上述族群的一特定廣告;以及藉由一顯示器播放上述特定廣告;當觀看上述特定廣告的上述觀看者之上述臉部特徵改變時,判斷上述臉部特徵是否屬於正向情緒;以及當判斷上述臉部特徵屬於正向情緒時,產生對應上述特定廣告的一專屬連結,傳送至上述顯示器以顯示上述專屬連結。 The present invention provides a method for playing advertisements based on facial features, which is used in an electronic device, including: capturing an image of a viewer's face by an image capturing device; analyzing the facial features of the facial image to Identify the ethnic group to which the viewer belongs, select a specific advertisement corresponding to the ethnic group from the advertisements, and play the specific advertisement through a display; when the facial features of the viewer watching the specific advertisement change, determine the above Whether the facial feature belongs to a positive emotion; and when determining that the facial feature belongs to a positive emotion, an exclusive link corresponding to the specific advertisement is generated and transmitted to the display to display the exclusive link.

100‧‧‧系統 100‧‧‧ system

110‧‧‧電子裝置 110‧‧‧Electronic device

112‧‧‧影像擷取裝置 112‧‧‧Image capture device

114‧‧‧顯示器 114‧‧‧ Display

120‧‧‧管理伺服器 120‧‧‧ Management Server

130‧‧‧觀看者 130‧‧‧ viewers

150‧‧‧網路 150‧‧‧Internet

200‧‧‧方法 200‧‧‧ Method

S205、S210、S215、S220、S225、S230‧‧‧步驟 S205, S210, S215, S220, S225, S230‧‧‧ steps

300‧‧‧計算裝置 300‧‧‧ Computing Device

310‧‧‧匯流排 310‧‧‧Bus

312‧‧‧記憶體 312‧‧‧Memory

314‧‧‧處理器 314‧‧‧Processor

316‧‧‧顯示元件 316‧‧‧Display element

318‧‧‧I/O埠口 318‧‧‧I / O port

320‧‧‧I/O元件 320‧‧‧I / O components

322‧‧‧電源供應器 322‧‧‧ Power Supply

附圖被包括以提供本發明進一步理解且被合併並組成本發明的一部分。附圖係說明本發明的實施例且連同描述一起用以解釋本發明的原理。其可理解附圖不一定按比例描繪,一些元件可以超過在實際實施方式的大小來顯示,以清楚地說明本發明的概念。 The drawings are included to provide a further understanding of the invention and are incorporated in and constitute a part of this invention. The drawings illustrate embodiments of the invention and, together with the description, serve to explain the principles of the invention. It can be understood that the accompanying drawings are not necessarily drawn to scale, and some elements may be shown beyond the size of an actual embodiment to clearly illustrate the concept of the present invention.

第1圖係顯示根據本發明一實施例中播放廣告的系統之一示例性示意圖。 FIG. 1 is an exemplary diagram showing a system for playing advertisements according to an embodiment of the present invention.

第2圖係顯示根據本發明一實施例所述之播放廣告的方法之流程圖。 FIG. 2 is a flowchart illustrating a method for playing an advertisement according to an embodiment of the present invention.

第3圖係顯示用以實現本發明實施例的示例性操作環境。 FIG. 3 shows an exemplary operating environment for implementing an embodiment of the present invention.

在下文中將參考附圖對本發明的各方面進行更充分的描述。然而,本發明可以具體化成許多不同形式且不應解釋為侷限於貫穿本發明所呈現的任何特定結構或功能。相反地,提供這些方面將使得本發明周全且完整,並且本發明將給本領域技術人員充分地傳達本發明的範圍。基於本文所教導的內容,本領域的技術人員應意識到,無論是單獨還是結合本發明的任何其它方面實現本文所揭露的任何方面,本發明的範圍旨在涵蓋本文中所揭露的任何方面。例如,可以使用本文所提出任意數量的裝置或者執行方法來實現。另外,除了本文所提出本發明的多個方面之外,本發明的範圍更旨在涵蓋使用其它結構、功能或結構和功能來實現的裝置或方法。應可理解,其可透過申請專利範圍的一或多個元件具體化本文所揭露的任何方面。 Hereinafter, aspects of the present invention will be described more fully with reference to the accompanying drawings. The invention may, however, be embodied in many different forms and should not be construed as limited to any particular structure or function presented throughout the invention. Rather, these aspects are provided so that this invention will be thorough and complete, and will fully convey the scope of the invention to those skilled in the art. Based on the teachings herein, one skilled in the art will appreciate that the scope of the invention is intended to cover any aspect disclosed herein, whether alone or in combination with any other aspect of the invention. For example, it can be implemented using any number of devices or execution methods proposed herein. In addition, in addition to the various aspects of the invention presented herein, the scope of the invention is more intended to encompass devices or methods implemented using other structures, functions, or structures and functions. It should be understood that any aspect disclosed herein may be embodied by one or more elements within the scope of the patent application.

詞語「示例性」在本文中用於表示「用作示例、實例或說明」。本發明的任何方面或本文描述為「示例性」的設計不一定被解釋為優選於或優於本發明或設計的其他方面。此外,相同的數字在所有若干圖示中指示相同的元件,且除非在描述中另有指定,冠詞「一」和「上述」包含複數的參考。 The word "exemplary" is used herein to mean "serving as an example, instance, or illustration." Any aspect of the invention or a design described herein as "exemplary" is not necessarily to be construed as preferred or advantageous over other aspects of the invention or design. In addition, the same number indicates the same element in all several illustrations, and the articles "a" and "the above" include plural references unless otherwise specified in the description.

可以理解,當元件被稱為被「連接」或「耦接」至另一元件時,上述元件可被直接地連接到或耦接至另一元件或者可存在中間元件。相反地,當上述元件被稱為被「直接連接」或「直接耦接」至到另一元件時,則不存在中間元件。用於描述元件之間的關係的其他詞語應以類似方式被解釋(例如,「在…之間」與「直接在…之間」、「相鄰」與「直接相鄰」等方式)。 It will be understood that when an element is referred to as being "connected" or "coupled" to another element, the foregoing element may be directly connected or coupled to the other element or intervening elements may be present. In contrast, when an element is referred to as being "directly connected" or "directly coupled" to another element, there are no intervening elements present. Other words used to describe the relationship between elements should be interpreted in a similar manner (for example, "between" and "directly between", "adjacent" and "directly adjacent", etc.).

第1圖係顯示根據本發明一實施例中播放廣告的系統100之一示例性示意圖。在本實施例中,系統100可包括一電子裝置110、一管理伺服器120以及網路150。管理伺服器120可透過網路150連接至電子裝置110,其中,網路150可以是本領域技術人員所熟悉任何類型的網路,其可使用各種通訊上可用協定中的任一種來支援數據通訊,包括但不侷限於TCP/IP等等。舉例來說,網路150可為一本地區域網路(Local Area Network,LAN),像是乙太網路等等、一虛擬網路,包括但不侷限於虛擬專用網路(Virtual Private Network,VPN)、網際網路(Internet)、無線網路和/或這些和/或其他網路之任何組合。 FIG. 1 is an exemplary diagram showing a system 100 for playing advertisements according to an embodiment of the present invention. In this embodiment, the system 100 may include an electronic device 110, a management server 120, and a network 150. The management server 120 may be connected to the electronic device 110 through a network 150. The network 150 may be any type of network familiar to those skilled in the art, and may use any of various protocols available on the communication to support data communication. , Including but not limited to TCP / IP and so on. For example, the network 150 may be a local area network (LAN), such as Ethernet, etc., a virtual network, including but not limited to a virtual private network (Virtual Private Network, VPN), the Internet, wireless networks, and / or any combination of these and / or other networks.

管理伺服器120可以是或包括能夠儲存和/或提供對資訊存取的任何資料庫,像是電子資料庫、電腦和/或電腦化伺服器,資料庫伺服器或一般能儲存數據並連接到任何類型數據網路 的網路主機。管理伺服器120可儲存由一廣告商所提供之複數廣告等相關資訊於資料庫中。此外,管理伺服器120亦可訓練出一臉部特徵辨識模型。 The management server 120 may be or include any database capable of storing and / or providing access to information, such as an electronic database, a computer and / or a computerized server, a database server or generally capable of storing data and connecting to Any type of data network Web host. The management server 120 may store a plurality of related information such as advertisements provided by an advertiser in a database. In addition, the management server 120 can also train a facial feature recognition model.

更詳細地說明,廣告商可事先輸入用於訓練的複數臉部影像至管理伺服器120。管理伺服器120基於一神經網路(Neural Network)模型訓練出臉部特徵辨識模型以辨識複數臉部影像中的臉部特徵,其中上述臉部特徵包括性別、年齡以及情緒。情緒可包括正向情緒及負向情緒,其中正向情緒係為興奮、快樂、愉悅、輕鬆、寧靜及冷靜其中之一,負向情緒係為苦惱、生氣、緊張、悲傷、無聊及困倦其中之一。神經網路可以用C++、Visual Basic或其他適用於此目的的物件導向程式語言來實現。如本文所使用的,術語「訓練」用於識別用於訓練辨識模型的對象。因此,訓練影像是指用於訓練辨識模型的影像。而且,訓練影像可包括對應一目標影像的分類。當管理伺服器120訓練出臉部特徵辨識模型後,管理伺服器120即可傳送上述臉部特徵辨識模型至電子裝置110,供電子裝置110辨識臉部影像。 To explain in more detail, the advertiser may input a plurality of facial images for training to the management server 120 in advance. The management server 120 trains a facial feature recognition model based on a neural network model to identify facial features in a plurality of facial images, wherein the facial features include gender, age, and emotion. Emotions can include positive emotions and negative emotions. Among them, positive emotions are one of excitement, happiness, joy, relaxation, tranquility, and calmness. Negative emotions are one of distress, anger, tension, sadness, boredom, and sleepiness. One. Neural networks can be implemented in C ++, Visual Basic, or other object-oriented programming languages suitable for this purpose. As used herein, the term "training" is used to identify objects used to train a recognition model. Therefore, the training image refers to an image used to train a recognition model. Moreover, the training image may include a classification corresponding to a target image. After the management server 120 has trained the facial feature recognition model, the management server 120 can send the facial feature recognition model to the electronic device 110, and the power supply device 110 recognizes the facial image.

電子裝置110可以是一個電子看板並設置於公共場所,其可接收管理伺服器120所傳送之廣告及臉部特徵辨識模型。電子裝置110可包括處理器(圖未顯示)、影像擷取裝置112及顯示器114。影像擷取裝置112係用以擷取一觀看者130的臉部影像。影像擷取裝置112可以是任何市售之可擷取影像的裝置或設備,例如攝影機/照相機等。此外,影像擷取裝置112可瞄準固定位置,或可以移動拍攝一定範圍的位置。此外,影像擷取裝置112也可以放大和縮小影像。 The electronic device 110 may be an electronic signboard and is disposed in a public place, and may receive advertisements and facial feature recognition models transmitted by the management server 120. The electronic device 110 may include a processor (not shown), an image capturing device 112 and a display 114. The image capturing device 112 is configured to capture a facial image of a viewer 130. The image capturing device 112 can be any commercially available image capturing device or device, such as a video camera / camera. In addition, the image capturing device 112 can aim at a fixed position, or can move and shoot a certain range of positions. In addition, the image capturing device 112 can also enlarge and reduce the image.

顯示器114可實現為平板顯示器,例如液晶顯示器(Liquid-Crystal Display,IXD)、場致發射顯示器(Field Emission Display,FED)、等離子顯示面板(Plasma Display Panel,PDP)、有機發光二極體(Organic Light Emitting Diode,OLED)顯示器。儘管本發明的實施方式以液晶顯示器為例進行描述,但可使用其它顯示器。在此實施例中,顯示器114係用以顯示動畫、圖像、廣告等資訊,以吸引觀看者並進而產生互動。 The display 114 may be implemented as a flat panel display, such as a liquid crystal display (LCD), a field emission display (FED), a plasma display panel (PDP), and an organic light emitting diode (Organic Light Emitting Diode (OLED) display. Although the embodiment of the present invention is described using a liquid crystal display as an example, other displays may be used. In this embodiment, the display 114 is used to display information such as animations, images, advertisements, etc., to attract viewers and generate interaction.

電子裝置110之處理器耦接至影像擷取裝置112及顯示器114。處理器可接收影像擷取裝置112所擷取之臉部影像並管理伺服器120所傳送臉部特徵辨識模型分析臉部影像之臉部特徵,以辨識上述觀看者所屬的族群。 The processor of the electronic device 110 is coupled to the image capturing device 112 and the display 114. The processor may receive the facial image captured by the image capturing device 112 and manage the facial feature recognition model sent by the server 120 to analyze the facial features of the facial image to identify the ethnic group to which the viewer belongs.

觀看者所屬的族群可由廣告商事先分配,其中上述族群係根據觀看者的性別與年齡做區分。表格1係顯示根據觀看者的性別與年齡做分類之族群。 The ethnic group to which the viewer belongs may be assigned in advance by the advertiser, wherein the above ethnic group is distinguished according to the gender and age of the viewer. Table 1 shows the ethnic groups classified according to the sex and age of the viewers.

如表格1所示,觀看者可被分類為上述族群A~J其中之一。而上述廣告亦可由管理伺服器120或是電子裝置110根據上述族群作分類。電子裝置110之處理器可根據上述族群從所有廣告中選擇對應上述族群的一特定廣告,並傳送上述特定廣告至上述顯示器,以播放上述特定廣告。舉例說明,洗髮乳廣告及手機廣告係被分類至族群A及B。當電子裝置110之處理器辨識觀看者屬於族群A時,處理器從對應族群A的廣告(洗髮乳廣告及手機廣告)中選擇一廣告,例如,洗髮乳廣告,並傳送上述洗髮乳廣告至顯示器進行播放。 As shown in Table 1, viewers can be classified into one of the above-mentioned groups A ~ J. The advertisements can also be classified by the management server 120 or the electronic device 110 according to the groups. The processor of the electronic device 110 may select a specific advertisement corresponding to the group from all the advertisements according to the group, and send the specific advertisement to the display to play the specific advertisement. For example, shampoo ads and mobile ads are classified into ethnic groups A and B. When the processor of the electronic device 110 recognizes that the viewer belongs to the group A, the processor selects an advertisement, such as a shampoo advertisement, from the advertisement (shampoo advertisement and mobile phone advertisement) corresponding to the group A, and transmits the shampoo Advertisements are displayed on the display.

在一實施例中,當觀看上述特定廣告之觀看者的臉部特徵改變時,電子裝置110之處理器判斷臉部特徵是否屬於正向情緒。當處理器判斷臉部特徵屬於正向情緒時,產生對應上述特定廣告的一專屬連結,傳送至顯示器以顯示專屬連結,其中上述專屬連結係一快速響應矩陣圖碼(Quick Response Code,QR code)、光碼或網址等連結,以提供上述觀看者檢視或使用上述特定廣告之相關網頁或優惠券。此外,處理器更可記錄觀看者的上述族群及上述正向情緒。當處理器判斷上述臉部特徵屬於負向情緒時,記錄上述觀看者的族群及負向情緒,並切換至對應上述族群但與上述特定廣告不相同的另一廣告。在一實施例中,處理器在記錄觀看者的上述族群及情緒後,可將觀看者的上述族群及情 緒、專屬連結等資訊回饋至管理伺服器120。 In one embodiment, when the facial features of a viewer watching the specific advertisement changes, the processor of the electronic device 110 determines whether the facial features belong to a positive emotion. When the processor determines that the facial features are positive emotions, it generates an exclusive link corresponding to the specific advertisement and sends it to the display to display the exclusive link. The exclusive link is a Quick Response Code (QR code). , Light code, or web address to provide the above viewers with the ability to view or use relevant webpages or coupons for specific advertisements. In addition, the processor can further record the aforementioned ethnic groups and the aforementioned positive emotions of the viewer. When the processor judges that the facial feature belongs to a negative emotion, it records the ethnic group and negative emotion of the viewer, and switches to another advertisement corresponding to the ethnic group but different from the specific advertisement. In an embodiment, the processor may record the above-mentioned ethnic group and emotion of the viewer after recording the above-mentioned ethnic group and emotion of the viewer. The information such as the thread and the exclusive link are fed back to the management server 120.

在一實施例中,當影像擷取裝置112未擷取到任何臉部影像時,電子裝置110之處理器傳送一指示訊號至顯示器114,以指示顯示器114隨機播放廣告。在另一實施例中,電子裝置110之處理器還記錄上述觀看者的一觀看資訊,並回饋觀看資訊至管理伺服器120,其中觀看資訊可包括觀看者觀看上述廣告的時間、地點、瀏覽歷史以及停留時間等資訊。管理伺服器120可根據觀看資訊、觀看者的上述族群及情緒調整臉部特徵辨識模型或是重新分類廣告至對應族群,以增強播放廣告之效力。在另一實施例中,管理伺服器120更可根據觀看資訊、觀看者的上述族群及情緒、專屬連結等資訊產生一統計報表,並查驗觀看者是否使用專屬連結,並將查驗結果記錄於統計報表中。 In one embodiment, when the image capturing device 112 does not capture any facial images, the processor of the electronic device 110 sends an instruction signal to the display 114 to instruct the display 114 to randomly play advertisements. In another embodiment, the processor of the electronic device 110 further records a viewing information of the viewer and returns the viewing information to the management server 120. The viewing information may include a time, a place, and a browsing history of the viewer watching the advertisement And stay time. The management server 120 may adjust the facial feature recognition model or reclassify advertisements to the corresponding ethnic groups according to the viewing information, the above-mentioned ethnic groups and emotions of the viewers, so as to enhance the effectiveness of playing advertisements. In another embodiment, the management server 120 may further generate a statistical report according to the viewing information, the above-mentioned ethnic groups and emotions of the viewer, and the exclusive link, and check whether the viewer uses the exclusive link. In the report.

此外,廣告商亦可透過一終端裝置(圖未顯示)下載並安裝由管理伺服器120所開發其專屬的應用程式(為方便理解,於此後簡稱為-APP)。管理伺服器120可傳送觀看資訊或統計報表至終端裝置,以使廣告商能即時了解觀看者觀看廣告等相關資訊。終端裝置可為一電腦或一行動裝置,如:筆記型電腦、智慧型手機、或平板電腦等裝置,其可具備運行應用程式之能力。 In addition, the advertiser can also download and install its own application developed by the management server 120 through a terminal device (not shown) (for convenience of understanding, hereafter referred to as -APP). The management server 120 can send viewing information or statistical reports to the terminal device, so that the advertiser can know the relevant information such as the viewer watching the advertisement in real time. The terminal device may be a computer or a mobile device, such as a notebook computer, a smart phone, or a tablet computer, which may be capable of running application programs.

應可理解,第1圖所示的每個元件可經由任何類型的計算裝置來實現,像是參考第3圖所描述的計算裝置300,如第3圖所示。 It should be understood that each element shown in FIG. 1 may be implemented via any type of computing device, such as the computing device 300 described with reference to FIG. 3, as shown in FIG. 3.

第2圖係顯示根據本發明一實施例所述之播放廣告的方法200之流程圖。此方法可用於一裝置中,例如,執行於如第1圖所示之電子裝置110中。 FIG. 2 is a flowchart illustrating a method 200 for playing advertisements according to an embodiment of the present invention. This method can be used in a device, for example, implemented in the electronic device 110 as shown in FIG.

在步驟S205中,電子裝置藉由一影像擷取裝置擷取一觀看者的臉部影像。接著,在步驟S210中,電子裝置分析臉部影像之臉部特徵,以辨識上述觀看者所屬的族群,並從上述廣告中選擇對應上述族群的一特定廣告。在步驟S215中,電子裝置藉由一顯示器播放上述特定廣告,並偵測觀看上述特定廣告的觀看者之臉部特徵是否發生改變。 In step S205, the electronic device captures a face image of a viewer through an image capturing device. Next, in step S210, the electronic device analyzes the facial features of the facial image to identify the ethnic group to which the viewer belongs, and selects a specific advertisement corresponding to the ethnic group from the advertisements. In step S215, the electronic device plays the specific advertisement through a display, and detects whether a facial feature of a viewer who watches the specific advertisement changes.

當觀看上述特定廣告的觀看者之臉部特徵改變時在步驟S220中,電子裝置判斷觀看者之臉部特徵是否屬於正向情緒。當電子裝置判斷上述臉部特徵屬於正向情緒時(步驟S220中的「是」),在步驟S225中,電子裝置產生對應上述特定廣告的一專屬連結,傳送至上述顯示器以顯示上述專屬連結。當電子裝置判斷上述臉部特徵屬於負向情緒時(步驟S220中的「否」),在步驟S230中,記錄上述觀看者的上述族群及上述負向情緒,並切換至對應上述族群但與上述特定廣告不相同的另一廣告。 When the facial features of a viewer who watches the specific advertisement changes, in step S220, the electronic device determines whether the facial features of the viewer belong to a positive emotion. When the electronic device judges that the facial feature belongs to a positive emotion (YES in step S220), in step S225, the electronic device generates an exclusive link corresponding to the specific advertisement and sends it to the display to display the exclusive link. When the electronic device judges that the facial features belong to negative emotions (NO in step S220), in step S230, the ethnic group and the negative emotions of the viewer are recorded, and switched to the corresponding ethnic group but the same as the aforementioned A specific ad is not the same as another ad.

本發明之播放廣告的方法及電子裝置係以基於臉部辨識技術所取得之年齡、性別與情緒三者資訊作為選擇廣告之依據,並可記錄觀看者觀看廣告的情緒,回饋至管理伺服器。管理伺服器可透過上述回饋適應性調整臉部特徵辨識模型或是重新分類廣告至對應族群,以給予觀看者或顧客更好的體驗。 The method and the electronic device for playing advertisements of the present invention are based on age, gender, and emotion information obtained based on facial recognition technology as a basis for selecting advertisements, and can record viewers' emotions of watching advertisements and feed them back to the management server. The management server can adaptively adjust the facial feature recognition model or reclassify the advertisement to the corresponding ethnic group through the above feedback to give the viewer or the customer a better experience.

對於本發明已描述的實施例,下文描述了可以實現本發明實施例的示例性操作環境。具體參考第3圖,第3圖係顯示用以實現本發明實施例的示例性操作環境,一般可被視為計算裝置300。計算裝置300為一合適計算環境的一個示例,並不意圖暗示對本發明使用或功能範圍的任何限制。計算裝置300也不應被解 釋為具有與所示元件任一或組合相關任何的依賴性或要求。 For the embodiments of the invention that have been described, an exemplary operating environment in which the embodiments of the invention can be implemented is described below. Referring specifically to FIG. 3, FIG. 3 shows an exemplary operating environment for implementing the embodiments of the present invention, and can generally be regarded as a computing device 300. The computing device 300 is an example of a suitable computing environment and is not intended to suggest any limitation as to the scope of use or functionality of the invention. The computing device 300 should also not be solved It is construed as having any dependency or requirement relating to any or combination of the elements shown.

本發明可在電腦程式碼或機器可使用指令來執行本發明,指令可為程式模組的電腦可執行指令,其程式模組由電腦或其它機器,例如個人數位助理或其它可攜式裝置執行。一般而言,程式模組包括例程、程式、物件、元件、數據結構等,程式模組指的是執行特定任務或實現特定抽象數據類型的程式碼。本發明可在各種系統組態中實現,包括可攜式裝置、消費者電子產品、通用電腦、更專業的計算裝置等。本發明還可在分散式運算環境中實現,處理由通訊網路所連結的裝置。 The present invention can be executed in computer code or machine using instructions. The instructions can be computer-executable instructions of a program module which is executed by a computer or other machine, such as a personal digital assistant or other portable device. . Generally speaking, program modules include routines, programs, objects, components, data structures, etc. Program modules refer to code that performs specific tasks or implements specific abstract data types. The invention can be implemented in various system configurations, including portable devices, consumer electronics, general-purpose computers, more professional computing devices, and the like. The invention can also be implemented in a decentralized computing environment to process devices connected by a communication network.

參考第3圖。計算裝置300包括直接或間接耦接以下裝置的匯流排310、記憶體312、一或多個處理器314、一或多個顯示元件316、輸入/輸出(I/O)埠口318、輸入/輸出(I/O)元件320以及說明性電源供應器322。匯流排310表示可為一或多個匯流排之元件(例如,位址匯流排、數據匯流排或其組合)。雖然第3圖的各個方塊為簡要起見以線示出,實際上,各個元件的分界並不是具體的,例如,可將顯示裝置的呈現元件視為I/O元件;處理器可具有記憶體。 Refer to Figure 3. The computing device 300 includes a bus 310, a memory 312, one or more processors 314, one or more display elements 316, an input / output (I / O) port 318, an input / Output (I / O) element 320 and an illustrative power supply 322. The bus 310 represents a component that can be one or more buses (eg, an address bus, a data bus, or a combination thereof). Although the blocks in FIG. 3 are shown by lines for the sake of brevity, in fact, the boundaries of the various elements are not specific. For example, the presentation element of a display device can be regarded as an I / O element; the processor can have memory. .

計算裝置300一般包括各種電腦可讀取媒體。電腦可讀取媒體可以是可被計算裝置300存取的任何可用媒體,上述媒體同時包括易揮發性和非易揮發性媒體、可移動和不可移動媒體。舉例但不侷限於,電腦可讀取媒體可包括電腦儲存媒體和通訊媒體。電腦可讀取媒體同時包括在用於儲存像是電腦可讀取指令、資料結構、程式模組或其它數據之類資訊的任何方法或技術中實現的易揮發性性和非易揮發性媒體、可移動和不可移動媒體。電 腦儲存媒體包括但不侷限於RAM、ROM、EEPROM、快閃記憶體或其它記憶體技術、CD-ROM、數位多功能光碟(DVD)或其它光碟儲存裝置、磁片、磁碟、磁片儲存裝置或其它磁儲存裝置,或可用於儲存所需的資訊並且可被計算裝置400存取的其它任何媒體。電腦儲存媒體本身不包括信號。 The computing device 300 generally includes various computer-readable media. The computer-readable media can be any available media that can be accessed by the computing device 300, and the media includes both volatile and non-volatile media, removable and non-removable media. By way of example and not limitation, computer-readable media may include computer storage media and communication media. Computer-readable media includes both volatile and non-volatile media implemented in any method or technology used to store information such as computer-readable instructions, data structures, program modules or other data, Removable and non-removable media. Electricity Brain storage media includes, but is not limited to, RAM, ROM, EEPROM, flash memory or other memory technology, CD-ROM, digital versatile disc (DVD) or other optical disc storage device, magnetic disk, magnetic disk, magnetic disk storage Device or other magnetic storage device, or any other medium that can be used to store required information and can be accessed by computing device 400. Computer storage media itself does not include signals.

通訊媒體一般包含電腦可讀取指令、資料結構、程式模組或其它採用諸如載波或其他傳輸機制之類的模組化數據訊號形式的數據,並包括任何資訊傳遞媒體。術語「模組化數據訊號」係指具有一或多個特徵集合或以在訊號中編碼資訊之一方式更改的訊號。舉例但不侷限於,通訊媒體包括像是有線網路或直接有線連接的有線媒體及無線媒體,像是聲頻、射頻、紅外線以及其它無線媒體。上述媒體的組合包括在電腦可讀取媒體的範圍內。 Communication media generally include computer-readable instructions, data structures, program modules, or other data in the form of modular data signals such as carrier waves or other transmission mechanisms, and include any information delivery media. The term "modular data signal" refers to a signal that has one or more sets of characteristics or that is altered by one of the ways of encoding information in the signal. By way of example and not limitation, communication media include wired media such as a wired network or direct-wired connection, and wireless media such as audio, radio frequency, infrared, and other wireless media. The combination of the above media is included in the scope of computer-readable media.

記憶體312包括以易揮發性和非易揮發性記憶體形式的電腦儲存媒體。記憶體可為可移動、不移動或可以為這兩種的組合。示例性硬體裝置包括固態記憶體、硬碟驅動器、光碟驅動器等。計算裝置300包括一或多個處理器,其讀取來自像是記憶體312或I/O元件420各實體的數據。顯示元件316向使用者或其它裝置顯示數據指示。示例性顯示元件包括顯示裝置、揚聲器、列印元件、振動元件等。 The memory 312 includes computer storage media in the form of volatile and non-volatile memory. The memory may be removable, non-movable, or a combination of the two. Exemplary hardware devices include solid state memory, hard disk drives, optical disk drives, and the like. The computing device 300 includes one or more processors that read data from entities such as the memory 312 or the I / O element 420. The display element 316 displays a data indication to a user or other device. Exemplary display elements include display devices, speakers, printing elements, vibration elements, and the like.

I/O埠口318允許計算裝置300邏輯連接到包括I/O元件420的其它裝置,一些此種裝置為內建裝置。示例性元件包括麥克風、搖桿、遊戲台、碟形衛星訊號接收器、掃描器、印表機、無線裝置等。I/O元件320可提供一自然使用者介面,用於處理使 用者生成的姿勢、聲音或其它生理輸入。在一些例子中,這些輸入可被傳送到一合適的網路元件以便進一步處理。NUI可實現語言識別、觸摸與手寫筆辨識、面部識別、生物識別、在螢幕上以及鄰近螢幕的姿勢識別、空中手勢、頭部及眼部追蹤以及與計算裝置300所顯示相關聯的觸摸識別的任意組合。計算裝置300可裝備有深度照相機,像是立體照相機系統、紅外線照相機系統、RGB照相機系統和這些系統的組合,以偵測與識別姿勢。另外,計算裝置300可以裝備有偵測運動的加速度計或陀螺儀。加速度計或陀螺儀的輸出可被提供給計算裝置300顯示以呈現沉浸式增強現實或虛擬實境。 I / O port 318 allows computing device 300 to be logically connected to other devices including I / O element 420, some of which are built-in devices. Exemplary components include microphones, joysticks, gaming tables, satellite dish receivers, scanners, printers, wireless devices, and the like. I / O device 320 can provide a natural user interface for processing User-generated gestures, sounds, or other physiological inputs. In some examples, these inputs can be passed to a suitable network element for further processing. NUI enables language recognition, touch and stylus recognition, facial recognition, biometrics, gesture recognition on and near the screen, gestures in the air, head and eye tracking, and touch recognition associated with display on the computing device 300 random combination. The computing device 300 may be equipped with a depth camera, such as a stereo camera system, an infrared camera system, an RGB camera system, and a combination of these systems to detect and recognize gestures. In addition, the computing device 300 may be equipped with an accelerometer or a gyroscope that detects motion. The output of the accelerometer or gyroscope may be provided to the computing device 300 for display to present an immersive augmented reality or virtual reality.

此外,計算裝置300中之處理器314也可執行記憶體312中之程式及指令以呈現上述實施例所述之動作和步驟,或其它在說明書中內容之描述。 In addition, the processor 314 in the computing device 300 can also execute the programs and instructions in the memory 312 to present the actions and steps described in the above embodiments, or other descriptions in the description.

在此所揭露程序之任何具體順序或分層之步驟純為一舉例之方式。基於設計上之偏好,必須了解到程序上之任何具體順序或分層之步驟可在此文件所揭露的範圍內被重新安排。伴隨之方法權利要求以一示例順序呈現出各種步驟之元件,也因此不應被此所展示之特定順序或階層所限制。 Any specific order or hierarchical steps of the procedures disclosed herein are purely by way of example. Based on design preferences, it is important to understand that any specific sequence or layer of steps in the process can be rearranged within the scope of this document. The accompanying method claims present elements of various steps in an exemplary order, and therefore should not be limited by the specific order or hierarchy shown here.

雖然本發明已以實施範例揭露如上,然其並非用以限定本案,任何熟悉此項技藝者,在不脫離本發明之精神和範圍內,當可做些許更動與潤飾,因此本案之保護範圍當視後附之申請專利範圍所界定者為準。 Although the present invention has been disclosed as above with the implementation examples, it is not intended to limit the case. Anyone familiar with the art can make some changes and retouching without departing from the spirit and scope of the present invention. Therefore, the scope of protection of this case should be Subject to the scope of the attached patent application.

Claims (18)

一種基於臉部特徵播放廣告的電子裝置,包括:一顯示器,用以播放複數廣告;一影像擷取裝置,用以擷取一觀看者的臉部影像;一處理器,耦接上述影像擷取裝置及上述顯示器,接收上述臉部影像並分析上述臉部影像之臉部特徵,以辨識上述觀看者所屬的族群,從上述廣告中選擇對應上述族群的一特定廣告,並傳送上述特定廣告至上述顯示器,以播放上述特定廣告;當觀看上述特定廣告的上述觀看者的上述臉部特徵改變時,上述處理器判斷上述臉部特徵是否屬於正向情緒;以及當上述處理器判斷上述臉部特徵屬於正向情緒時,上述處理器產生對應上述特定廣告的一專屬連結,傳送至上述顯示器以顯示上述專屬連結。An electronic device for playing advertisements based on facial features includes: a display for playing a plurality of advertisements; an image capturing device for capturing an image of a viewer's face; and a processor coupled to the image capturing The device and the display, receiving the facial image and analyzing the facial characteristics of the facial image to identify the group to which the viewer belongs, selecting a specific advertisement corresponding to the group from the advertisement, and transmitting the specific advertisement to the A display to play the specific advertisement; when the facial feature of the viewer watching the specific advertisement changes, the processor determines whether the facial feature belongs to a positive emotion; and when the processor determines that the facial feature belongs to When the emotion is positive, the processor generates an exclusive link corresponding to the specific advertisement, and sends the exclusive link to the display to display the exclusive link. 如申請專利範圍第1項所述的基於臉部特徵播放廣告的電子裝置,其中上述專屬連結為一快速響應矩陣圖碼(Quick Response Code,QR code),用以提供上述觀看者檢視或使用上述特定廣告之相關網頁或優惠券。According to the electronic device for playing advertisements based on facial features according to item 1 of the scope of patent application, the above-mentioned exclusive link is a Quick Response Code (QR code) for providing the above viewers to view or use the above Relevant pages or coupons for specific ads. 如申請專利範圍第1項所述的基於臉部特徵播放廣告的電子裝置,其中上述族群係根據上述觀看者的性別與年齡做區分。The electronic device for playing advertisements based on facial features according to item 1 of the scope of patent application, wherein the above-mentioned ethnic group is distinguished according to the gender and age of the viewer. 如申請專利範圍第1項所述的基於臉部特徵播放廣告的電子裝置,其中當上述處理器判斷上述臉部特徵為上述正向情緒時,上述處理器記錄上述觀看者的上述族群及上述正向情緒。The electronic device for playing advertisements based on facial features according to item 1 of the scope of patent application, wherein when the processor determines that the facial features are the positive emotions, the processor records the ethnic group and the positives of the viewers. To emotions. 如申請專利範圍第1項所述的基於臉部特徵播放廣告的電子裝置,其中當上述處理器判斷上述臉部特徵屬於負向情緒時,記錄上述觀看者的上述族群及上述負向情緒,並切換至與上述特定廣告不相同的另一廣告。The electronic device for playing advertisements based on facial features according to item 1 of the scope of patent application, wherein when the processor judges that the facial features are negative emotions, records the ethnic group and the negative emotions of the viewers, and Switch to another ad that is different from the specific ad above. 如申請專利範圍第1項所述的基於臉部特徵播放廣告的電子裝置,其中上述正向情緒係由上述處理器判斷為下列組合中任一種之情緒:興奮、快樂、愉悅、輕鬆、寧靜及冷靜。The electronic device for playing advertisements based on facial features according to item 1 of the scope of patent application, wherein the positive emotion is an emotion determined by the processor as any one of the following combinations: excitement, happiness, joy, relaxation, tranquility, and calm. 如申請專利範圍第5項所述的基於臉部特徵播放廣告的電子裝置,其中上述負向情緒係由上述處理器判斷為下列組合中任一種之情緒:苦惱、生氣、緊張、悲傷、無聊及困倦。The electronic device for playing advertisements based on facial features according to item 5 of the scope of patent application, wherein the negative emotions are emotions judged by the processor as any of the following combinations: distressed, angry, nervous, sad, bored, and sleepy. 如申請專利範圍第1項所述的基於臉部特徵播放廣告的電子裝置,其中上述處理器還記錄上述觀看者的一觀看資訊,上述觀看資訊包括上述觀看者觀看上述廣告的時間、地點、瀏覽歷史以及停留時間。According to the electronic device for playing advertisements based on facial features according to item 1 of the scope of patent application, the processor further records a viewing information of the viewer, and the viewing information includes the time, place, and browsing of the viewer watching the advertisement. History and length of stay. 如申請專利範圍第1項所述的基於臉部特徵播放廣告的電子裝置,其中當上述影像擷取裝置未擷取到任何臉部影像時,上述處理器傳送一指示訊號至上述顯示器,以指示上述顯示器隨機播放上述廣告。According to the electronic device for playing advertisements based on facial features according to item 1 of the scope of patent application, when the image capturing device does not capture any facial images, the processor sends an instruction signal to the display to indicate The display randomly plays the advertisement. 一種基於臉部特徵播放廣告的方法,用於一電子裝置中,包括:藉由一影像擷取裝置擷取一觀看者的臉部影像;分析上述臉部影像之臉部特徵,以辨識上述觀看者所屬的族群,並從上述廣告中選擇對應上述族群的一特定廣告;以及藉由一顯示器播放上述特定廣告;當觀看上述特定廣告的上述觀看者之上述臉部特徵改變時,判斷上述臉部特徵是否屬於正向情緒;以及當判斷上述臉部特徵屬於正向情緒時,產生對應上述特定廣告的一專屬連結,傳送至上述顯示器以顯示上述專屬連結。A method for playing advertisements based on facial features used in an electronic device includes: capturing an image of a viewer's face by an image capturing device; analyzing facial features of the facial image to identify the viewing The group to which the person belongs, and select a specific advertisement corresponding to the group from the advertisement; and play the specific advertisement through a display; determine the face when the facial characteristics of the viewer who watches the specific advertisement changes Whether the feature belongs to a positive emotion; and when determining that the facial feature belongs to a positive emotion, an exclusive link corresponding to the specific advertisement is generated and sent to the display to display the exclusive link. 如申請專利範圍第10項所述的基於臉部特徵播放廣告的方法,其中上述專屬連結為一快速響應矩陣圖碼(Quick Response Code,QR code),用以提供上述觀看者檢視或使用上述特定廣告之相關網頁或優惠券。The method for playing advertisements based on facial features as described in item 10 of the scope of patent application, wherein the exclusive link is a Quick Response Code (QR code) for providing the viewer to view or use the specific Ads related pages or coupons. 如申請專利範圍第10項所述的基於臉部特徵播放廣告的方法,其中上述族群係根據上述觀看者的性別與年齡做區分。The method for playing advertisements based on facial features as described in item 10 of the scope of the patent application, wherein the ethnic group is distinguished according to the gender and age of the viewer. 如申請專利範圍第10項所述的基於臉部特徵播放廣告的方法,其中當判斷上述臉部特徵為上述正向情緒時,記錄上述觀看者的上述族群及上述正向情緒。The method for playing advertisements based on facial features as described in item 10 of the scope of patent application, wherein when determining that the facial features are the positive emotions, record the ethnic group and the positive emotions of the viewers. 如申請專利範圍第10項所述的基於臉部特徵播放廣告的方法,其中當判斷上述臉部特徵屬於負向情緒時,記錄上述觀看者的上述族群及上述負向情緒,並切換至與上述特定廣告不相同的另一廣告。The method for playing advertisements based on facial features as described in item 10 of the scope of patent application, wherein when determining that the facial features belong to negative emotions, record the ethnic group and negative emotions of the viewer, and switch to the same A specific ad is not the same as another ad. 如申請專利範圍第10項所述的基於臉部特徵播放廣告的方法,其中上述正向情緒係為下列組合中任一種之情緒:興奮、快樂、愉悅、輕鬆、寧靜及冷靜。The method for playing advertisements based on facial features as described in item 10 of the scope of patent application, wherein the above-mentioned positive emotions are emotions of any one of the following combinations: excitement, happiness, joy, relaxation, tranquility, and calmness. 如申請專利範圍第14項所述的基於臉部特徵播放廣告的方法,其中上述負向情緒係由上述處理器判斷為下列組合中任一種之情緒:苦惱、生氣、緊張、悲傷、無聊及困倦。The method for playing advertisements based on facial features according to item 14 of the scope of patent application, wherein the negative emotions are emotions judged by the processor as any of the following combinations: distress, anger, tension, sadness, boredom, and sleepiness . 如申請專利範圍第10項所述的基於臉部特徵播放廣告的方法,更包括:記錄上述觀看者的一觀看資訊,上述觀看資訊包括上述觀看者觀看上述廣告的時間、地點、瀏覽歷史以及停留時間。The method for playing advertisements based on facial features as described in item 10 of the scope of patent application, further comprises: recording a viewing information of the viewer, the viewing information including the time, place, browsing history and stay of the viewer watching the advertisement time. 如申請專利範圍第10項所述的基於臉部特徵播放廣告的方法,其中當上述影像擷取裝置未擷取到任何臉部影像時,上述方法更包括:傳送一指示訊號至上述顯示器,以指示上述顯示器隨機播放上述廣告。The method for playing advertisements based on facial features as described in item 10 of the scope of patent application, wherein when the image capturing device does not capture any facial images, the method further includes: sending an instruction signal to the display, and Instruct the display to randomly play the advertisement.
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TW200721030A (en) * 2005-11-16 2007-06-01 Ind Tech Res Inst System and method to implement business model for advertising revenue by detecting and tracking audience members who visit advertiser designated locations
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