TWM579360U - Consultation system for detecting facial expression - Google Patents

Consultation system for detecting facial expression Download PDF

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TWM579360U
TWM579360U TW108203454U TW108203454U TWM579360U TW M579360 U TWM579360 U TW M579360U TW 108203454 U TW108203454 U TW 108203454U TW 108203454 U TW108203454 U TW 108203454U TW M579360 U TWM579360 U TW M579360U
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facial expression
processing unit
screen
facial
detecting
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TW108203454U
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Chinese (zh)
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黃煒盛
蘇致遠
王玟嵐
許家瑋
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嘉藥學校財團法人嘉南藥理大學
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Priority to TW108203454U priority Critical patent/TWM579360U/en
Publication of TWM579360U publication Critical patent/TWM579360U/en

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Abstract

本創作係關於一種具偵測臉部表情之問診系統,包含:一運算處理單元,輸出針對一評估問題進行提問的一畫面;一顯示單元播放該畫面;一攝影單元,拍攝一臉部表情變化畫面,該運算處理單元係根據該臉部表情變化畫面,與一標準與異常臉部表情特徵值進行比對,並輸出一評估結果;一臉部表情模型庫係提供該標準與異常臉部表情特徵值進行類神經演算預測評估,以得到該評估結果。藉以可供輔助醫生判斷患者是否患有精神或心理等方面的疾病。The present invention relates to a medical examination system for detecting facial expressions, comprising: an operation processing unit that outputs a picture for asking questions for an evaluation question; a display unit for playing the picture; and a photography unit for shooting a facial expression change a picture, the operation processing unit compares a standard and abnormal facial expression feature value according to the facial expression change screen, and outputs an evaluation result; a facial expression model library provides the standard and the abnormal facial expression The eigenvalues are evaluated by a neural-like calculus prediction to obtain the evaluation result. It is used by the assistant doctor to judge whether the patient has mental or psychological diseases.

Description

具偵測臉部表情之問診系統Questioning system for detecting facial expressions

本創作係有關於一種藉由拍攝及比對患者針對評估問題進行作答時的臉部表情變化,以供輔助醫生判斷患者是否患有精神或心理等疾病的問診裝置。This creative department is concerned with a facial expression change by photographing and comparing the patient's response to the evaluation question, in order to assist the doctor in judging whether the patient has mental or psychological diseases.

按,目前一般針對患有焦慮症、憂鬱症、精神或心理等方面疾病的患者,主要憑藉醫生的專業及經驗,透過對於患者提問,並綜合患者的各項評估數據,予以判定患者是否患有上述精神或心理等方面之疾病。但由於僅是依據醫生的主觀認定,容易造成人為判斷上的誤差,而延誤患者的病情。According to the current situation, patients with anxiety, depression, mental or psychological diseases, mainly rely on the doctor's professional and experience, through questions to patients, and comprehensive assessment data of patients, to determine whether patients suffer from The above mental or psychological diseases. However, because it is based on the doctor's subjective determination, it is easy to cause errors in human judgment, and delay the patient's condition.

因此有中華民國107年11月21日所公告之發明第I642026號「心理與行為狀態評量暨診斷方法及系統」專利案,其係揭露:提供一虛擬實境場景呈現裝置供受測者使用,並由一處理裝置控制該虛擬實境場景呈現裝置顯示連續的多個任務事件,且一回應裝置接收該受測者對各該任務事件的反應並傳送給一記錄裝置,使其對應各該任務事件產生一記錄資訊並提供給該處理裝置,使其根據對應前一個任務事件的該記錄資訊決定下一個任務事件;且該處理裝置根據該等記錄資訊計算至少一測驗分數,並將該至少一測驗分數與預先建立的至少一常模診斷模型進行比對,以得到在各該常模診斷模型上的一相對位置作為診斷該受測者心理與行為狀態之依據。Therefore, there is a patent case "Psychological and Behavioral Status Assessment and Diagnosis Method and System" published by the Republic of China on November 21, 2007, which discloses a virtual reality scene presentation device for use by subjects. And controlling, by a processing device, the virtual reality scene presenting device to display a plurality of consecutive task events, and a responding device receives the subject's reaction to each of the task events and transmits the same to a recording device to correspond to each The task event generates a record information and provides the processing device to determine the next task event according to the record information corresponding to the previous task event; and the processing device calculates at least one test score based on the record information, and the at least A test score is compared with at least one normative diagnostic model established in advance to obtain a relative position on each of the normative diagnostic models as a basis for diagnosing the psychological and behavioral state of the subject.

該專利前案係透過評分的機制,藉以做為醫生問診時的輔助判斷,但由於分數的評估,仍然不夠直觀性,無法直接掌握患者當下評估時的生理狀態變化,因此在評估使用上仍有其不足之處。The pre-existing patent system is used as a supplementary judgment in the doctor's consultation through the scoring mechanism. However, due to the evaluation of the score, it is still not intuitive enough to directly grasp the physiological state changes of the patient during the current assessment, so there is still Its shortcomings.

爰此,有鑑於目前所使用的輔助問診系統具有上述的缺點。故本創作提供一種具偵測臉部表情之問診系統,包含有:一運算處理單元,係輸出針對一評估問題進行提問的一畫面;一顯示單元,係訊號連接至該運算處理單元,以供播放該畫面;一攝影單元,係迅號連接至該運算處理單元,以供拍攝一臉部表情變化畫面,並將該臉部表情變化畫面傳送到該運算處理單元,該運算處理單元係根據該臉部表情變化畫面,與一標準與異常臉部表情特徵值進行比對,並輸出一評估結果;一臉部表情模型庫,係訊號連接至該運算處理單元,該臉部表情模型庫係提供該標準與異常臉部表情特徵值進行類神經演算預測評估,以得到該評估結果。Thus, in view of the fact that the auxiliary consultation system currently used has the above disadvantages. Therefore, the present invention provides a diagnosis system for detecting facial expressions, comprising: an operation processing unit that outputs a picture for asking questions for an evaluation question; and a display unit that connects the signal to the operation processing unit for providing Playing the picture; a photographing unit is connected to the operation processing unit for photographing a facial expression change screen, and transmitting the facial expression change screen to the operation processing unit, wherein the operation processing unit is The facial expression change screen is compared with a standard and abnormal facial expression feature value, and outputs an evaluation result; a facial expression model library is connected to the operation processing unit, and the facial expression model library is provided The standard and the abnormal facial expression feature values are subjected to a neurological calculus prediction evaluation to obtain the evaluation result.

上述畫面係包含直接接受一專業醫生連線進行提問的畫面。The above picture includes a screen that directly accepts a question from a professional doctor.

上述畫面係包含一虛擬醫生進行提問的畫面。The above picture contains a screen for a virtual doctor to ask questions.

上述臉部表情變化畫面係包含一患者對於該評估問題進行作答時的畫面。The above facial expression change screen includes a screen when a patient answers the evaluation question.

上述評估結果係包含判斷該患者的症狀是否符合患有焦慮症、憂鬱症、精神或心理之疾病。The above evaluation results include determining whether the patient's symptoms are consistent with an anxiety, depression, mental or psychological disease.

上述標準與異常臉部表情特徵值係包含有關於確實患有焦慮症、憂鬱症、精神或心理疾病之患者,於作答該評估問題時臉部產生表情變化之圖像特徵。The above criteria and abnormal facial expression feature values include image characteristics of a patient who has an anxiety disorder, depression, mental or mental illness, and a facial expression change when answering the assessment question.

上述標準與異常臉部表情特徵值係包含有臉部產生皺眉、搖頭、眨眼、流汗、瞳孔放大、眼神呆滯、喃喃自語、謾罵、臉色潮紅或臉部肌肉抖動之負面表情的生理變化。The above criteria and abnormal facial expression feature values include physiological changes in facial expressions such as frowning, shaking, blinking, sweating, pupil dilation, stunned eyes, muttering, sputum, flushing, or facial muscles. .

上述運算處理單元係將演算結果與虛擬醫生問診結果,透過模糊理論進行判定成為該評估結果。The arithmetic processing unit determines the calculation result and the virtual doctor's medical examination result by the fuzzy theory to obtain the evaluation result.

上述攝影單元係設於該顯示單元上。The photographing unit is disposed on the display unit.

上述運算處理單元係為一遠端伺服器、一遠端電腦、一筆記型電腦、一平板電腦或一智慧型手機,該顯示單元係為觸控式的一桌上型螢幕、該筆記型電腦之一螢幕、該平板電腦之一螢幕或該智慧型手機之一螢幕上述技術特徵具有下列之優點:The computing processing unit is a remote server, a remote computer, a notebook computer, a tablet computer or a smart phone. The display unit is a touch-type desktop screen and the notebook computer. One of the screens, one of the screens of the tablet, or one of the screens of the smart phone has the following advantages:

1.係可根據患者作答時的臉部表情變化畫面,與標準與異常臉部表情特徵值進行比對,藉以能評估患者的症狀是否符合患有焦慮症、憂鬱症、精神或心理等方面的疾病,以供可做為醫生問診時之參考。1. It can compare the facial expression changes with the standard and abnormal facial expression characteristics according to the patient's answer, so as to evaluate whether the patient's symptoms meet the anxiety, depression, mental or psychological aspects. The disease can be used as a reference for doctors.

2.進一步可以於患者在未發病之前,用以做為檢測或預防篩選之用,以供能及早發現,進而提早治療,並可避免延誤病情,以及預防病情因不定時的發作,所造成社會治安的問題。2. Further, the patient can be used as a test or preventive screening before the onset of the disease, so that the energy can be detected early, and then the treatment can be early, and the disease can be prevented from being delayed, and the disease can be prevented due to irregular attacks. The problem of law and order.

3.係直接拍攝患者臉部之負面表情的生理變化,而能與罹患有相同症狀的患者之臉部產生表情變化的圖像特徵進行比對,以做為疾病判斷之參考,係具有直觀性與方便性,並可減少人為主觀上評估判斷的誤差。3. Directly taking the physiological changes of the negative expression of the patient's face, and comparing with the image features of the facial expression of the patient with the same symptoms, as a reference for disease judgment, is intuitive And convenience, and can reduce the error of people on the subjective assessment.

請參閱第一圖及第二圖所示,本創作實施例係包含有:運算處理單元(1)、顯示單元(2)、攝影單元(3)及臉部表情模型庫(4),其中:Referring to the first and second figures, the present embodiment includes an arithmetic processing unit (1), a display unit (2), a photographing unit (3), and a facial expression model library (4), wherein:

運算處理單元(1),其係可為一遠端伺服器、一遠端電腦、一筆記型電腦、一平板電腦或一智慧型手機。運算處理單元(1)係能夠直接接受一專業醫生的連線而進行提問,藉以輸出該專業醫生的一影像(A),該專業醫生並根據預先設計的一評估問題,對於一患者(B)進行提問的畫面。或者是該運算處理單元(1)預先內建該評估問題,然後藉由輸出一虛擬醫生的該影像(A),以針對該評估問題進行提問的畫面。本創作實施例之該運算處理單元(1)係以該遠端伺服器做為說明,並利用輸出該虛擬醫生的該影像(A),以針對該患者(B)提出上述評估問題而進行評估判斷。The arithmetic processing unit (1) can be a remote server, a remote computer, a notebook computer, a tablet computer or a smart phone. The arithmetic processing unit (1) is capable of directly asking a professional doctor to make a question, thereby outputting an image (A) of the professional doctor, and the professional doctor according to a pre-designed evaluation question for a patient (B) A screen for asking questions. Alternatively, the arithmetic processing unit (1) pre-built the evaluation question and then outputs a picture of the question to the evaluation question by outputting the image (A) of a virtual doctor. The arithmetic processing unit (1) of the present embodiment is described by the remote server, and the image (A) of the virtual doctor is outputted to evaluate the patient (B) for the evaluation problem. Judge.

顯示單元(2),係訊號連接至該運算處理單元(1),以供播放該專業醫生或該虛擬醫生的該影像(A),該影像(A)並包含針對該評估問題的提問畫面。該顯示單元(2)係可為觸控式的一桌上型螢幕、一筆記型電腦之螢幕、一平板電腦之螢幕或一智慧型手機之螢幕。藉由觸控式的該顯示單元(2),以供與該專業醫生或該虛擬醫生進行互動。The display unit (2) is connected to the arithmetic processing unit (1) for playing the image (A) of the professional doctor or the virtual doctor, and the image (A) contains a question screen for the evaluation question. The display unit (2) can be a touch-type desktop screen, a notebook screen, a tablet screen or a smart phone screen. The display unit (2) is touch-sensitive for interaction with the professional doctor or the virtual doctor.

攝影單元(3),係設於該顯示單元(2)上,以供拍攝該患者(B)對於該評估問題進行作答時之一臉部表情變化畫面(C)。該攝影單元(3)係迅號連接至該運算處理單元(1),以供將該患者(B)之該臉部表情變化畫面(C),傳送到該運算處理單元(1),以供該運算處理單元(1)根據該臉部表情變化畫面(C),與一標準與異常臉部表情特徵值進行比對,以評估該患者(B)的症狀是否符合患有焦慮症、憂鬱症、精神或心理等方面的疾病,並輸出一評估結果,以供可做為醫生問診時之參考,或者是做為預防篩選,以供能及早發現與提早治療,以避免延誤病情。 臉部表情模型庫(4),其係訊號連接至該運算處理單元(1),係可提供該標準與異常臉部表情特徵值,以供該運算處理單元(1)進行演算判定。該臉部表情模型庫(4)係可儲存有關於確實患有焦慮症、憂鬱症、精神或心理等疾病之患者,於作答評估問題時臉部產生表情變化之圖像特徵,藉以建構成該標準與異常臉部表情特徵值,並可隨時輸入、修改或刪除,供運算處理單元(1)重新運算,建立圖像特徵。該標準或異常臉部表情特徵值包含有當患者聽到評估問題後,其臉部產生皺眉、搖頭、眨眼、流汗、瞳孔放大、眼神呆滯、喃喃自語、謾罵、臉色潮紅或臉部肌肉抖動等負面表情的生理變化。運算處理單元(1)則透過類神經網路演算理論將患者(B)之該臉部表情變化畫面(C),與該標準與異常臉部表情特徵值進行預測評估,藉以產生該評估結果,並將該評估結果輸出。 The photographing unit (3) is disposed on the display unit (2) for photographing the face expression change screen (C) when the patient (B) answers the evaluation question. The photographing unit (3) is connected to the arithmetic processing unit (1) for transmitting the facial expression change screen (C) of the patient (B) to the arithmetic processing unit (1) for The operation processing unit (1) compares a standard and abnormal facial expression feature value according to the facial expression change screen (C) to evaluate whether the symptom of the patient (B) is in compliance with an anxiety disorder or depression. Diseases, mental or psychological, and output an assessment for reference as a doctor's consultation, or as a preventive screening to provide early detection and early treatment to avoid delays.  The facial expression model library (4) is connected to the operation processing unit (1), and the standard and abnormal facial expression feature values are provided for the arithmetic processing unit (1) to perform calculation and determination. The facial expression model library (4) can store image characteristics of a patient who has an anxiety disorder, depression, mental or psychological disease, and an expression change on the face when answering the question. Standard and abnormal facial expression feature values, and can be input, modified or deleted at any time for the arithmetic processing unit (1) to recalculate and establish image features. The standard or abnormal facial expression feature value includes a facial frown, shaking his head, blinking, sweating, pupil dilation, stunned, muttered, sly, flushed or facial muscles when the patient hears the assessment problem. Physiological changes in negative expressions such as jitter. The arithmetic processing unit (1) predicts and evaluates the face expression change picture (C) of the patient (B) through the neural network calculus theory, and the standard and the abnormal facial expression feature value, thereby generating the evaluation result. And output the evaluation results.  

使用時,如第二圖及第三圖所示,該患者(B)係位於該顯示單元(2)的前方適當位置處,並使該患者(B)的臉部係位於該攝影單元(3)的拍攝範圍內。當啟動該運算處理單元(1)後,該運算處理單元(1)係輸出該虛擬醫生的該影像(A),並於該顯示單元(2)上播放,同時該虛擬醫生的該影像(A)並會針對預先設計的該評估問題,針對該患者(B)逐條提出發問。此時,該患者(B)於聽到該評估問題後,則可以於觸控式的該顯示單元(2)上選擇答案,以進行作答。而該患者(B)於作答的過程中,係會根據所設計的該評估問題,產生臉部之負面表情的生理變化,例如皺眉、搖頭、眨眼、流汗、瞳孔放大、眼神呆滯、喃喃自語、謾罵、臉色潮紅或臉部肌肉抖動等負面表情的變化。然後該攝影單元(3)係將該患者(B)於作答過程中所有臉部表情的變化,予以拍攝成該臉部表情變化畫面(C),並將該臉部表情變化畫面(C)傳送到該運算處理單元(1),該運算處理單元(1)則會擷取該臉部表情模型庫(4)中所儲存的該標準與異常臉部表情特徵值,以供該運算處理單元(1)將其與該臉部表情變化畫面(C)取出影像特徵,進行臉部表情預測評估而獲得一演算結果,然後與虛擬醫生所詢問表單的問診結果結合,透過模糊理論,以推算判斷該患者(B)是患有焦慮症、憂鬱症、精神或心理等不同的疾病,並將其做成該評估結果後輸出,以供可做為醫生問診時之參考。而且更進一步本創作亦可以於在未發病之前,用以做為檢測或預防篩選之用,以供能及早發現,進而及早治療,可避免延誤病情,以及可預防因不定時的發作,所造成社會治安的問題。綜合上述實施例之說明,當可充分瞭解本創作之操作、使用及本創作產生之功效,惟以上所述實施例僅係為本創作之較佳實施例,當不能以此限定本創作實施之範圍,即依本創作申請專利範圍及創作說明內容所作簡單的等效變化與修飾,皆屬本創作涵蓋之範圍內。In use, as shown in the second and third figures, the patient (B) is located at a proper position in front of the display unit (2), and the face of the patient (B) is located in the photographing unit (3) ) within the shooting range. After the operation processing unit (1) is started, the operation processing unit (1) outputs the image (A) of the virtual doctor and plays on the display unit (2), and the image of the virtual doctor (A) And will ask questions about the patient (B) one by one for the pre-designed assessment question. At this time, the patient (B) can select an answer on the touch-sensitive display unit (2) after hearing the evaluation question to make an answer. The patient (B) in the process of answering, according to the evaluation question designed, the physiological changes of the negative expression of the face, such as frowning, shaking his head, blinking, sweating, pupil dilation, eye stagnation, muttering Changes in negative expressions such as self-speaking, sputum, flushing of the face or shaking of facial muscles. Then, the photographing unit (3) takes the change of all the facial expressions of the patient (B) during the answering process, and takes the facial expression change screen (C), and transmits the facial expression change screen (C). Going to the operation processing unit (1), the operation processing unit (1) retrieves the standard and abnormal facial expression feature values stored in the facial expression model library (4) for the operation processing unit ( 1) Take the image feature with the facial expression change screen (C), perform facial expression prediction evaluation to obtain a calculation result, and then combine with the result of the consultation of the form requested by the virtual doctor, and use the fuzzy theory to estimate the result. The patient (B) is suffering from different diseases such as anxiety, depression, mental or psychological, and outputs it as a result of the evaluation, which can be used as a reference for doctors to consult. Furthermore, this creation can also be used as a test or preventive screening before the onset of illness, so that early detection can be performed, and early treatment can avoid delaying the disease and prevent the occurrence of irregular attacks. The issue of social security. In view of the above description of the embodiments, the above-described embodiments are merely a preferred embodiment of the present invention, and the implementation of the present invention is not limited thereto. The scope, that is, the simple equivalent changes and modifications made in accordance with the scope of the patent application and the content of the creation of the creation, are within the scope of this creation.

(1)‧‧‧運算處理單元 (2)‧‧‧顯示單元 (3)‧‧‧攝影單元 (4)‧‧‧臉部表情模型庫 (A)‧‧‧影像 (B)‧‧‧患者 (C)‧‧‧臉部表情變化畫面 (1) ‧‧‧Operation Processing Unit  (2)‧‧‧Display unit  (3) ‧‧‧Photographic unit  (4) ‧‧‧Face expression model library  (A) ‧ ‧ images  (B) ‧ ‧ patients  (C) ‧ ‧ facial expression change screen  

[第一圖]係為本創作實施例的配置示意圖。[First figure] is a schematic diagram of the configuration of the present embodiment.

[第二圖]係為本創作實施例之使用示意圖。[Second figure] is a schematic diagram of the use of the present embodiment.

[第三圖]係為本創作實施例之操作流程圖。[Third Figure] is a flow chart of the operation of the present embodiment.

Claims (10)

一種具偵測臉部表情之問診系統,包含有: 一運算處理單元,係輸出針對一評估問題進行提問的一畫面; 一顯示單元,係訊號連接至該運算處理單元,以供播放該畫面; 一攝影單元,係迅號連接至該運算處理單元,以供拍攝一臉部表情變化畫面,並將該臉部表情變化畫面傳送到該運算處理單元,該運算處理單元係根據該臉部表情變化畫面,與一標準與異常臉部表情特徵值進行比對,並輸出一評估結果; 一臉部表情模型庫,係訊號連接至該運算處理單元,該臉部表情模型庫係提供該標準與異常臉部表情特徵值進行類神經演算預測評估,以得到該評估結果。 A consultation system for detecting facial expressions, comprising:  An arithmetic processing unit that outputs a picture for asking an evaluation question;  a display unit, the signal is connected to the operation processing unit for playing the picture;  a photographing unit connected to the arithmetic processing unit for photographing a facial expression change screen, and transmitting the facial expression change screen to the arithmetic processing unit, the arithmetic processing unit changing according to the facial expression The screen is compared with a standard and abnormal facial expression feature value, and an evaluation result is output;  A face expression model library is connected to the operation processing unit, and the facial expression model library provides the standard and the facial expression eigenvalues for the neurological calculation prediction evaluation to obtain the evaluation result.   如申請專利範圍第1項所述具偵測臉部表情之問診系統,其中,該畫面係包含直接接受一專業醫生連線進行提問的畫面。The invention system for detecting facial expressions as described in claim 1 of the patent application, wherein the screen comprises a screen for directly accepting a question by a professional doctor. 如申請專利範圍第1項所述具偵測臉部表情之問診系統,其中,該畫面係包含一虛擬醫生進行提問的畫面。The invention system for detecting facial expressions according to the first aspect of the patent application, wherein the screen comprises a screen for a virtual doctor to ask questions. 如申請專利範圍第1項所述具偵測臉部表情之問診系統,其中,該臉部表情變化畫面係包含一患者對於該評估問題進行作答時的畫面。The invention system for detecting facial expressions according to claim 1, wherein the facial expression change screen includes a picture of a patient answering the evaluation question. 如申請專利範圍第4項所述具偵測臉部表情之問診系統,其中,該評估結果係包含判斷該患者的症狀是否符合患有焦慮症、憂鬱症、精神或心理之疾病。The medical examination system for detecting facial expressions as described in claim 4, wherein the evaluation result comprises determining whether the symptom of the patient conforms to an anxiety, depression, mental or psychological disease. 如申請專利範圍第1項所述具偵測臉部表情之問診系統,其中,該標準與異常臉部表情特徵值係包含有關於確實患有焦慮症、憂鬱症、精神或心理疾病之患者,於作答該評估問題時臉部產生表情變化之圖像特徵。The medical examination system for detecting facial expressions as described in claim 1, wherein the standard and abnormal facial expression feature values include patients who are indeed suffering from anxiety, depression, mental or mental illness. The image features of the face that produce facial expression changes when answering the assessment question. 如申請專利範圍第6項所述具偵測臉部表情之問診系統,其中,該標準與異常臉部表情特徵值係包含有臉部產生皺眉、搖頭、眨眼、流汗、瞳孔放大、眼神呆滯、喃喃自語、謾罵、臉色潮紅或臉部肌肉抖動之負面表情的生理變化。The system for detecting facial expressions according to item 6 of the patent application scope, wherein the standard and abnormal facial expression feature values include facial frowning, shaking head, blinking, sweating, pupil dilation, and eye stagnation. Physiological changes in the negative expressions of whispering, whispering, flushing or facial muscles. 如申請專利範圍第1項所述具偵測臉部表情之問診系統,其中,該運算處理單元係將演算結果與虛擬醫生問診結果,透過模糊理論進行判定成為該評估結果。The medical examination system for detecting a facial expression according to the first aspect of the patent application, wherein the arithmetic processing unit determines the calculation result and the virtual doctor's consultation result by a fuzzy theory to determine the evaluation result. 如申請專利範圍第1項所述具偵測臉部表情之問診系統,其中,該攝影單元係設於該顯示單元上。The invention system for detecting a facial expression according to the first aspect of the patent application, wherein the photographing unit is disposed on the display unit. 如申請專利範圍第1項所述具偵測臉部表情之問診系統,其中,該運算處理單元係為一遠端伺服器、一遠端電腦、一筆記型電腦、一平板電腦或一智慧型手機,該顯示單元係為觸控式的一桌上型螢幕、該筆記型電腦之一螢幕、該平板電腦之一螢幕或該智慧型手機之一螢幕。The invention relates to a consultation system for detecting a facial expression according to the first aspect of the patent application, wherein the operation processing unit is a remote server, a remote computer, a notebook computer, a tablet computer or a smart type. In the mobile phone, the display unit is a touch-type desktop screen, a screen of the notebook computer, a screen of the tablet computer or a screen of the smart phone.
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US11955245B2 (en) 2020-12-31 2024-04-09 Acer Incorporated Method and system for mental index prediction

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