TWI765370B - Surgery teaching auxiliary system using virtual reality (vr) and method thereof - Google Patents

Surgery teaching auxiliary system using virtual reality (vr) and method thereof Download PDF

Info

Publication number
TWI765370B
TWI765370B TW109135190A TW109135190A TWI765370B TW I765370 B TWI765370 B TW I765370B TW 109135190 A TW109135190 A TW 109135190A TW 109135190 A TW109135190 A TW 109135190A TW I765370 B TWI765370 B TW I765370B
Authority
TW
Taiwan
Prior art keywords
surgical
dimensional
virtual reality
training
images
Prior art date
Application number
TW109135190A
Other languages
Chinese (zh)
Other versions
TW202214191A (en
Inventor
劉偉民
陳菁徽
李宇倢
沈易達
Original Assignee
臺北醫學大學
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by 臺北醫學大學 filed Critical 臺北醫學大學
Priority to TW109135190A priority Critical patent/TWI765370B/en
Publication of TW202214191A publication Critical patent/TW202214191A/en
Application granted granted Critical
Publication of TWI765370B publication Critical patent/TWI765370B/en

Links

Images

Abstract

A surgery teaching auxiliary system using virtual reality (VR) and method thereof is disclosed. By establishing a VR surgical environment through three-dimensional reconstruction based on a two-dimensional surgical video, and pre-setting a plurality of operation steps, time point of using instruments and reference information. When performing a surgical training in the VR surgical environment, continuously detects a surgical operation, and triggers an auxiliary support and guidance according to a progress of the surgical training when detecting the surgical operation is abort or delay. The mechanism is help to improve the learning effectiveness of the surgical training of The VR.

Description

應用虛擬實境的手術教學輔助系統及其方法Surgical teaching assistant system and method using virtual reality

本發明涉及一種手術教學輔助系統及其方法,特別是應用虛擬實境的手術教學輔助系統及其方法。The invention relates to a surgical teaching assistant system and a method thereof, in particular to a surgical teaching assistant system and a method using virtual reality.

近年來,隨著虛擬實境的普及與蓬勃發展,各種基於虛擬實境的應用便如雨後春筍般湧現,除了常見應用於遊戲之外,虛擬實境也常應用於教學中,例如:手術、航空飛行等模擬教學及訓練。In recent years, with the popularization and vigorous development of virtual reality, various applications based on virtual reality have sprung up. In addition to common applications in games, virtual reality is also often used in teaching, such as: surgery, aviation Flight and other simulation teaching and training.

一般而言,傳統的手術訓練或教學方式是以大體或動物來進行,但此方式除了成本高昂之外,還具有無法恢復的問題。因此,便有廠商將虛擬實境應用在手術教學,例如:模擬人體器官或單純以虛擬實境演示手術過程。不過,對於教學、訓練或培訓而言,目前模擬的人體器官仍然不夠真實。另一方面,虛擬實境提供的手術操作的自由度也同樣不足,所以應用在手術教學的成效仍然有其侷限性。Generally speaking, the traditional surgical training or teaching method is performed on a general or animal basis, but this method has the problem of irrecoverable in addition to the high cost. Therefore, some manufacturers use virtual reality in surgical teaching, for example: simulating human organs or simply demonstrating the surgical process in virtual reality. However, current simulated human organs are still not realistic enough for teaching, training or training. On the other hand, the degree of freedom of surgical operation provided by virtual reality is also insufficient, so the effectiveness of its application in surgical teaching still has its limitations.

有鑑於此,便有廠商提出提升擬真度和自由度的技術,用以增加沉浸式體驗。然而,高擬真度和自由度不見得能夠提高學習成效,舉例來說,當不知道下一步如何操作時,即便提供高擬真度和高自由度的操作環境,同樣仍然不知如何進行操作。因此,倘若能夠主動偵測是否需要提供幫助,並且適時介入輔助及引導,可以預期將會對提升手術學習成效有正面的助益。In view of this, some manufacturers have proposed technologies to improve the degree of realism and freedom to increase the immersive experience. However, high fidelity and freedom do not necessarily improve learning effectiveness. For example, when you don’t know how to operate next, even if you provide an operating environment with high fidelity and high degrees of freedom, you still don’t know how to operate. Therefore, if it is possible to actively detect whether help is needed, and to intervene in a timely manner to assist and guide, it can be expected to have a positive effect on improving the effectiveness of surgical learning.

綜上所述,可知先前技術中長期以來一直存在虛擬實境的手術學習成效不彰的問題,因此實有必要提出改進的技術手段,來解決此一問題。To sum up, it can be seen that in the prior art, the problem of ineffective surgical learning in virtual reality has existed for a long time. Therefore, it is necessary to propose improved technical means to solve this problem.

本發明揭露一種應用虛擬實境的手術教學輔助系統及其方法。The present invention discloses a surgical teaching assistant system and method using virtual reality.

首先,本發明揭露一種應用虛擬實境的手術教學輔助系統,其包含:手術影像資料庫、建立模組、訓練模組及支援模組。其中,手術影像資料庫儲存二維手術影像,所述二維手術影像各自對應有術式名稱、操作步驟、使用器具時點及參考訊息;建立模組連接手術影像資料庫,用以在進行手術訓練前,接收術式名稱以選擇載入相應的二維手術影像其中之一,並且根據載入的二維手術影像以三維重建方式建立虛擬實境的手術環境;訓練模組連接建立模組,用以在虛擬實境的手術環境建立完成後,允許進行手術訓練,並且在進行手術訓練時,持續偵測手術操作行為,當手術操作行為異常中止或遲滯時,根據手術訓練的進度產生相應的時點訊息;以及支援模組連接訓練模組,用以根據產生的時點訊息播放載入的二維手術影像,以及同步顯示操作步驟、使用器具時點及參考訊息以進行輔助支援及引導。First, the present invention discloses a surgical teaching assistant system using virtual reality, which includes: a surgical image database, a building module, a training module and a support module. Among them, the surgical image database stores two-dimensional surgical images, and the two-dimensional surgical images each correspond to the name of the surgical procedure, the operation steps, the time point of using the instrument, and the reference information; a module is established to connect the surgical image database to be used for surgical training. Before, receive the name of the surgery to select and load one of the corresponding two-dimensional surgical images, and create a virtual reality surgical environment in a three-dimensional reconstruction manner according to the loaded two-dimensional surgical images; the training module is connected to the establishment module, using After the virtual reality surgical environment is established, surgical training is allowed, and during the surgical training, the surgical operation behavior is continuously detected. When the surgical operation behavior is abnormally terminated or delayed, the corresponding time point is generated according to the progress of the surgical training. information; and the support module is connected to the training module, so as to play the loaded 2D surgical image according to the generated time-point information, and synchronously display the operation steps, the time-point of using the instrument and the reference information for auxiliary support and guidance.

另外,本發明還揭露一種應用虛擬實境的手術教學輔助方法,其步驟包括:提供多個二維手術影像,所述二維手術影像各自對應術式名稱、操作步驟、使用器具時點及參考訊息;在進行手術訓練前,接收術式名稱以選擇載入相應的所述二維手術影像其中之一,並且根據載入的二維手術影像以三維重建方式建立虛擬實境的手術環境;在虛擬實境的手術環境建立完成後,允許進行手術訓練,並且在進行手術訓練時,持續偵測手術操作行為,當手術操作行為異常中止或遲滯時,根據手術訓練的進度產生相應的時點訊息;以及根據產生的時點訊息播放載入的二維手術影像,以及同步顯示操作步驟、使用器具時點及參考訊息以進行輔助支援及引導。In addition, the present invention also discloses a surgical teaching assistant method using virtual reality, the steps of which include: providing a plurality of two-dimensional surgical images, the two-dimensional surgical images respectively correspond to the name of the surgery, the operation steps, the time point of using the instrument and the reference information ; Before performing the surgical training, receive the name of the surgical procedure to select and load one of the corresponding two-dimensional surgical images, and create a virtual reality surgical environment in a three-dimensional reconstruction manner according to the loaded two-dimensional surgical image; After the real surgical environment is established, surgical training is allowed, and during the surgical training, the surgical operation behavior is continuously detected, and when the surgical operation behavior is abnormally terminated or delayed, corresponding time-point information is generated according to the progress of the surgical training; and Plays the loaded 2D surgical image according to the generated time point information, and simultaneously displays the operation steps, the time point of using the instrument and the reference information for auxiliary support and guidance.

本發明所揭露之系統與方法如上,與先前技術的差異在於本發明是透過在二維手術影像的基礎上以三維重建的方式建立虛擬實境的手術環境,並且預先設定相應的操作步驟、使用器具時點及參考訊息,當在虛擬實境中進行手術訓練時,持續偵測手術操作行為,並且在偵測到手術操作行為異常中止或遲滯時,根據手術訓練的進度觸發相應的輔助支援及引導。The system and method disclosed in the present invention are as above, and the difference from the prior art is that the present invention establishes a virtual reality surgical environment by means of three-dimensional reconstruction on the basis of two-dimensional surgical images, and presets corresponding operation steps, use Instrument timing and reference information, when performing surgical training in virtual reality, continuously detect surgical operation behavior, and when detecting abnormal termination or delay of surgical operation behavior, trigger corresponding auxiliary support and guidance according to the progress of surgical training .

透過上述的技術手段,本發明可以達成提高虛擬實境的手術學習成效之技術功效。Through the above-mentioned technical means, the present invention can achieve the technical effect of improving the surgical learning effect in virtual reality.

以下將配合圖式及實施例來詳細說明本發明之實施方式,藉此對本發明如何應用技術手段來解決技術問題並達成技術功效的實現過程能充分理解並據以實施。The embodiments of the present invention will be described in detail below in conjunction with the drawings and examples, so as to fully understand and implement the implementation process of how the present invention applies technical means to solve technical problems and achieve technical effects.

首先,在說明本發明所揭露之應用虛擬實境的手術教學輔助系統及其方法之前,先對本發明所應用的環境作說明,本發明係應用在虛擬實境中,所述虛擬實境是指利用電腦類比產生一個三維空間的虛擬世界,提供使用者關於視覺等感官的模擬,讓使用者感覺彷彿身歷其境,可以即時、沒有限制地觀察三維空間內的事物。First, before describing the surgical teaching assistant system and method using virtual reality disclosed in the present invention, the environment in which the present invention is applied will be described first. The present invention is applied in a virtual reality, and the virtual reality refers to Using computer analogy to generate a virtual world of three-dimensional space, it provides users with a simulation of vision and other senses, so that users feel as if they are in the real world, and can observe things in three-dimensional space instantly and without restrictions.

以下配合圖式對本發明應用虛擬實境的手術教學輔助系統及其方法做進一步說明,請先參閱「第1圖」,「第1圖」為本發明應用虛擬實境的手術教學輔助系統的系統方塊圖,此系統包含:手術影像資料庫110、建立模組120、訓練模組130及支援模組140。其中,手術影像資料庫110用以儲存二維手術影像,所述二維手術影像各自對應有術式名稱、操作步驟、使用器具時點及參考訊息。舉例來說,假設有一個二維手術影像,其對應的術式名稱為「子宮肌瘤切除術」,那麼,這個二維手術影像還對應有操作步驟、使用器具時點及參考訊息等等。其中,操作步驟為此術式的執行步驟、使用器具時點係紀錄此術式需要使用的各種手術器具及其使用時點(或稱為「時間點」),以及參考訊息可紀錄進行此術式需要注意的各項資訊。The following is a further description of the auxiliary system for surgery teaching using virtual reality and the method of the present invention in conjunction with the drawings. Please refer to "Figure 1" first. Figure 1 is the system of the auxiliary system for surgery teaching using virtual reality in the present invention. In the block diagram, the system includes: a surgical image database 110 , a building module 120 , a training module 130 and a support module 140 . The surgical image database 110 is used for storing two-dimensional surgical images, and the two-dimensional surgical images respectively correspond to the name of the surgical procedure, the operation steps, the time point of using the instrument, and the reference information. For example, suppose there is a two-dimensional surgical image, and the corresponding surgical name is "myomectomy", then the two-dimensional surgical image also corresponds to the operation steps, the time point of using the instrument, and the reference information. Among them, the operation steps are the execution steps of the surgical procedure, the time point of using the instruments is to record the various surgical instruments that need to be used in this procedure and their use time points (or "time points"), and the reference information can record the needs of this procedure. Information to note.

建立模組120連接手術影像資料庫110,用以在進行手術訓練前,接收術式名稱以選擇載入相應的所述二維手術影像其中之一,並且根據載入的二維手術影像以三維重建方式建立虛擬實境的手術環境。在實際實施上,所述三維重建(3D Reconstruction)是指利用二維投影或影像恢復物體三維訊息(形狀等)的數學過程和計算機技術,可透過光測度、幾何、深度學習等演算法來實現,用以將所述二維手術影像轉換為虛擬實境的三維訊息。The establishment module 120 is connected to the surgical image database 110, and is used to receive the name of the surgical procedure to select and load one of the corresponding two-dimensional surgical images before performing the surgical training, and to use the three-dimensional surgical image according to the loaded two-dimensional surgical image. The reconstruction method establishes a virtual reality surgical environment. In practice, the 3D reconstruction refers to the mathematical process and computer technology for recovering the 3D information (shape, etc.) of an object by using 2D projection or images, which can be achieved through algorithms such as photometry, geometry, and deep learning. , which is used to convert the two-dimensional surgical image into three-dimensional information of virtual reality.

訓練模組130連接建立模組120,用以在虛擬實境的手術環境建立完成後,允許進行手術訓練,並且在進行手術訓練時,持續偵測手術操作行為,當手術操作行為異常中止或遲滯時,根據手術訓練的進度產生相應的時點訊息。在實際實施上,可先將無異常中止或遲滯的手術操作行為輸入機器學習模型以進行訓練,並且在訓練完成後,再將偵測到的手術操作行為輸入此機器學習模型,以便辨識手術操作行為是否異常中止或遲滯。另外,所述手術操作行為可透過動作感測器、腕部穿戴式裝置、手部動態輸入裝置至少其中之一進行偵測。The training module 130 is connected to the establishment module 120 to allow surgical training after the virtual reality surgical environment is established, and to continuously detect the surgical operation behavior during the surgical training. When the surgical operation behavior is abnormally terminated or delayed , according to the progress of surgical training to generate corresponding time-point information. In actual implementation, the surgical operation behavior without abnormal termination or delay can be input into the machine learning model for training, and after the training is completed, the detected surgical operation behavior can be input into the machine learning model to identify the surgical operation Whether the behavior is aborted or hysteretic. In addition, the surgical operation behavior can be detected through at least one of a motion sensor, a wrist wearable device, and a hand dynamic input device.

支援模組140連接訓練模組130,用以根據產生的時點訊息播放載入的二維手術影像,以及同步顯示操作步驟、使用器具時點及參考訊息以進行輔助支援及引導。舉例來說,假設產生的時點訊息為「十分鐘三十秒」,支援模組140會從十分鐘三十秒開始播放載入的二維手術影像,以及同步顯示其相應的操作步驟、使用器具時點及參考訊息以進行輔助支援及引導。換句話說,當使用者的手術操作行為異常中止或遲滯時,支援模組140將即時顯示這個時間點(或簡稱為「時點」)及其後的手術操作步驟、使用手術器具的時間點,以及將在這個時間點的正常生理數據、注意事項等等作為參考訊息提供給使用者得知。The support module 140 is connected to the training module 130 to play the loaded 2D surgical image according to the generated time point information, and synchronously display the operation steps, the time point of using the instrument and the reference information for auxiliary support and guidance. For example, assuming that the generated time-point message is "10 minutes and 30 seconds", the support module 140 will start to play the loaded 2D surgical image from 10 minutes and 30 seconds, and synchronously display the corresponding operation steps and instruments used. Timing and reference information for auxiliary support and guidance. In other words, when the user's surgical operation is abnormally terminated or delayed, the support module 140 will immediately display this time point (or simply "time point") and the subsequent surgical operation steps, the time point of using the surgical instrument, And the normal physiological data, precautions, etc. at this time point are provided to the user as reference information.

特別要說明的是,在實際實施上,本發明所述的模組皆可利用各種方式來實現,包含軟體、硬體或其任意組合,例如,在某些實施方式中,各模組可利用軟體及硬體或其中之一來實現,除此之外,本發明亦可部分地或完全地基於硬體來實現,例如,系統中的一個或多個模組可以透過積體電路晶片、系統單晶片(System on Chip, SoC)、複雜可程式邏輯裝置(Complex Programmable Logic Device, CPLD)、現場可程式邏輯閘陣列(Field Programmable Gate Array, FPGA)等來實現。本發明可以是系統、方法及/或電腦程式。電腦程式可以包括電腦可讀儲存媒體,其上載有用於使處理器實現本發明的各個方面的電腦可讀程式指令,電腦可讀儲存媒體可以是可以保持和儲存由指令執行設備使用的指令的有形設備。電腦可讀儲存媒體可以是但不限於電儲存設備、磁儲存設備、光儲存設備、電磁儲存設備、半導體儲存設備或上述的任意合適的組合。電腦可讀儲存媒體的更具體的例子(非窮舉的列表)包括:硬碟、隨機存取記憶體、唯讀記憶體、快閃記憶體、光碟、軟碟以及上述的任意合適的組合。此處所使用的電腦可讀儲存媒體不被解釋爲瞬時信號本身,諸如無線電波或者其它自由傳播的電磁波、通過波導或其它傳輸媒介傳播的電磁波(例如,通過光纖電纜的光信號)、或者通過電線傳輸的電信號。另外,此處所描述的電腦可讀程式指令可以從電腦可讀儲存媒體下載到各個計算/處理設備,或者通過網路,例如:網際網路、區域網路、廣域網路及/或無線網路下載到外部電腦設備或外部儲存設備。網路可以包括銅傳輸電纜、光纖傳輸、無線傳輸、路由器、防火牆、交換器、集線器及/或閘道器。每一個計算/處理設備中的網路卡或者網路介面從網路接收電腦可讀程式指令,並轉發此電腦可讀程式指令,以供儲存在各個計算/處理設備中的電腦可讀儲存媒體中。執行本發明操作的電腦程式指令可以是組合語言指令、指令集架構指令、機器指令、機器相關指令、微指令、韌體指令、或者以一種或多種程式語言的任意組合編寫的原始碼或目的碼(Object Code),所述程式語言包括物件導向的程式語言,如:Common Lisp、Python、C++、Objective-C、Smalltalk、Delphi、Java、Swift、C#、Perl、Ruby與PHP等,以及常規的程序式(Procedural)程式語言,如:C語言或類似的程式語言。所述電腦程式指令可以完全地在電腦上執行、部分地在電腦上執行、作爲一個獨立的軟體執行、部分在客戶端電腦上部分在遠端電腦上執行、或者完全在遠端電腦或伺服器上執行。It should be noted that, in practice, the modules described in the present invention can be implemented in various ways, including software, hardware, or any combination thereof. For example, in some embodiments, each module can be implemented by using Software and hardware or one of them can be implemented. In addition, the present invention can also be implemented partially or completely based on hardware. For example, one or more modules in the system can be implemented through integrated circuit chips, system Single chip (System on Chip, SoC), Complex Programmable Logic Device (Complex Programmable Logic Device, CPLD), Field Programmable Gate Array (Field Programmable Gate Array, FPGA) etc. The present invention may be a system, method and/or computer program. The computer program may include a computer-readable storage medium on which computer-readable program instructions for causing a processor to implement various aspects of the present invention are loaded, and the computer-readable storage medium may be a tangible material that may hold and store instructions for use by the instruction execution device equipment. Computer-readable storage media can be, but are not limited to, electrical storage devices, magnetic storage devices, optical storage devices, electromagnetic storage devices, semiconductor storage devices, or any suitable combination of the foregoing. More specific examples (a non-exhaustive list) of computer-readable storage media include: hard disks, random access memory, read-only memory, flash memory, optical disks, floppy disks, and any suitable combination of the foregoing. Computer-readable storage media, as used herein, are not to be construed as transient signals per se, such as radio waves or other freely propagating electromagnetic waves, electromagnetic waves propagating through waveguides or other transmission media (eg, optical signals through fiber optic cables), or through electrical wires transmitted electrical signals. Additionally, the computer-readable program instructions described herein may be downloaded from computer-readable storage media to various computing/processing devices, or downloaded over a network such as the Internet, a local area network, a wide area network, and/or a wireless network to an external computer device or external storage device. Networks may include copper transmission cables, fiber optic transmissions, wireless transmissions, routers, firewalls, switches, hubs and/or gateways. The network card or network interface in each computing/processing device receives computer-readable program instructions from the network and forwards the computer-readable program instructions for storage on the computer-readable storage medium in each computing/processing device middle. The computer program instructions that perform the operations of the present invention may be assembled language instructions, instruction set architecture instructions, machine instructions, machine dependent instructions, microinstructions, firmware instructions, or source or object code written in any combination of one or more programming languages (Object Code), the programming language includes object-oriented programming languages, such as: Common Lisp, Python, C++, Objective-C, Smalltalk, Delphi, Java, Swift, C#, Perl, Ruby and PHP, etc., as well as conventional programs Procedural programming language, such as C language or similar programming language. The computer program instructions may execute entirely on the computer, partly on the computer, as a stand-alone software, partly on the client computer and partly on the remote computer, or entirely on the remote computer or server execute on.

請參閱「第2A圖」及「第2B圖」,「第2A圖」及「第2B圖」為本發明應用虛擬實境的手術教學輔助方法的方法流程圖,其步驟包括:提供多個二維手術影像,所述二維手術影像各自對應術式名稱、操作步驟、使用器具時點及參考訊息(步驟210);在進行手術訓練前,接收術式名稱以選擇載入相應的所述二維手術影像其中之一,並且根據載入的二維手術影像以三維重建方式建立虛擬實境的手術環境(步驟220);在虛擬實境的手術環境建立完成後,允許進行手術訓練,並且在進行手術訓練時,持續偵測手術操作行為,當手術操作行為異常中止或遲滯時,根據手術訓練的進度產生相應的時點訊息(步驟230);以及根據產生的時點訊息播放載入的二維手術影像,以及同步顯示操作步驟、使用器具時點及參考訊息以進行輔助支援及引導(步驟240)。透過上述步驟,即可透過在二維手術影像的基礎上以三維重建的方式建立虛擬實境的手術環境,並且預先設定相應的操作步驟、使用器具時點及參考訊息,當在虛擬實境中進行手術訓練時,持續偵測手術操作行為,並且在偵測到手術操作行為異常中止或遲滯時,根據手術訓練的進度觸發相應的輔助支援及引導。Please refer to "Fig. 2A" and "Fig. 2B", "Fig. 2A" and "Fig. 2B" are flow charts of the method for the auxiliary method of surgery teaching using virtual reality according to the present invention, and the steps include: providing a plurality of two 2D surgical images, each of which corresponds to the name of the procedure, the operation steps, the time point of using the instrument and the reference information (step 210 ); before the surgical training, the name of the procedure is received to select and load the corresponding two-dimensional One of the surgical images is obtained, and a virtual reality surgical environment is established in a three-dimensional reconstruction manner according to the loaded two-dimensional surgical images (step 220 ); During the surgical training, the surgical operation behavior is continuously detected, and when the surgical operation behavior is abnormally terminated or delayed, corresponding timing information is generated according to the progress of the surgical training (step 230 ); and the loaded two-dimensional surgical image is played according to the generated timing information. , and simultaneously display the operation steps, the time point of using the appliance and the reference information for auxiliary support and guidance (step 240 ). Through the above steps, a virtual reality surgical environment can be established by 3D reconstruction on the basis of 2D surgical images, and the corresponding operation steps, time points and reference information for using instruments can be preset. During surgical training, the surgical operation behavior is continuously detected, and when abnormal suspension or delay of the surgical operation behavior is detected, corresponding auxiliary support and guidance are triggered according to the progress of the surgical training.

另外,如「第2B圖」所示意,步驟230還可分為兩個步驟:在虛擬實境的手術環境建立完成後,允許進行手術訓練,並且在進行手術訓練時,持續偵測手術操作行為(步驟231);以及將偵測到的手術操作行為輸入預先訓練完成的機器學習模型,用以通過此機器學習模型辨識偵測到的手術操作行為是否異常中止或遲滯,其中,訓練完成的機器學習模型的產生方式係預先將無異常中止或遲滯的手術操作行為持續輸入未訓練完成的機器學習模型進行訓練所產生(步驟232)。In addition, as shown in "Fig. 2B", step 230 can be further divided into two steps: after the virtual reality surgical environment is established, allowing surgical training, and during the surgical training, continuously detecting the surgical operation behavior (Step 231 ); and input the detected surgical operation behavior into a machine learning model that is pre-trained, so as to identify whether the detected surgical operation behavior is abnormally terminated or delayed through the machine learning model, wherein the trained machine The generation method of the learning model is generated by continuously inputting the untrained machine learning model to the untrained machine learning model for training in advance (step 232 ).

以下配合「第3圖」及「第4圖」以實施例的方式進行如下說明,如「第3圖」所示意,「第3圖」為應用本發明以虛擬實境進行手術操作之示意圖。當使用者欲進行虛擬實境的手術操作之前,可先透過控制器310b輸入術式名稱,如:子宮肌瘤切除術,以便從手術影像資料庫110載入相應的二維手術影像。接著,建立模組120將載入的二維手術影像以三維重建方式建立虛擬實境的手術環境,當建立完成後,使用者可透過圖形使用者介面300中的第一顯示區塊301瀏覽虛擬的手術環境,並且可以透過操作控制器(310a、310b)來控制虛擬手術器具(311a、311b)進行手術訓練。此時,訓練模組130會持續偵測手術操作行為,並且在手術操作行為異常中止或遲滯時,根據手術訓練的進度產生相應的時點訊息,以便支援模組140根據這個時點訊息播放載入的二維手術影像。舉例來說,假設手術訓練經過十分鐘三十秒時,偵測到手術操作行為異常中止或遲滯,則時點訊息便是十分鐘三十秒,支援模組140會從十分鐘三十秒播放載入的二維手術影像,以及同步顯示操作步驟、使用器具時點及參考訊息以進行輔助支援及引導。The following description will be given in the form of an embodiment in conjunction with "Fig. 3" and "Fig. 4". As shown in "Fig. 3", "Fig. 3" is a schematic diagram of applying the present invention to perform surgical operations in virtual reality. When the user wants to perform a virtual reality surgical operation, the user can first input the name of the surgical procedure, such as myomectomy, through the controller 310b, so as to load the corresponding two-dimensional surgical image from the surgical image database 110 . Next, the creation module 120 uses the loaded 2D surgical images to create a virtual reality surgical environment in a 3D reconstruction manner. Surgical environment, and the virtual surgical instrument (311a, 311b) can be controlled by operating the controller (310a, 310b) to perform surgical training. At this time, the training module 130 will continue to detect the surgical operation behavior, and when the surgical operation behavior is abnormally terminated or delayed, it will generate corresponding timing information according to the progress of the surgical training, so that the support module 140 can play the loaded data according to the timing information. Two-dimensional surgical images. For example, if the surgical training is 10 minutes and 30 seconds and an abnormal termination or delay of the surgical operation is detected, the time-point message is 10 minutes and 30 seconds, and the support module 140 will play the download from 10 minutes and 30 seconds. The imported 2D surgical image, and the simultaneous display of the operation steps, the time point of using the instrument and the reference information for auxiliary support and guidance.

請參閱「第4圖」,「第4圖」為應用本發明在偵測到手術操作行為異常或遲滯之示意圖。在實際實施上,當訓練模組130偵測到手術操作行為異常中止或遲滯時,將如「第4圖」所示意,顯示警示圖示302,並且同時顯示第一顯示區塊301、第二顯示區塊303及時點顯示區塊304。其中,第二顯示區塊303將用來顯示根據時點訊息播放載入的二維手術影像,以及同步顯示操作步驟、使用器具時點及參考訊息以進行輔助支援及引導;時點顯示區塊304則顯示時點訊息,如:十五分鐘可顯示為「15:00」。在實際實施上,還可根據使用器具時點依序顯示即將使用的手術器具圖示320,方便使用者有切換手術器具的心理準備。換句話說,當訓練模組130偵測到手術操作行為異常中止或遲滯時,不再單純顯示第一顯示區塊301及其中的虛擬手術環境,而是搭配各種訊息輔助支援及引導使用者,例如:以警示圖示302提醒使用者當前的手術操作行為異常中止或遲滯,並且以第二顯示區塊303顯示與發生異常中止或遲滯的時間點相對應的二維手術影像,以及在時點顯示區塊304顯示發生異常中止或遲滯的時間點,甚至根據此時間點依序顯示即將使用的手術器具圖示320。如此一來,當使用者不確定後續步驟或者完全不清楚後續步驟時,便能夠即時介入輔助及引導,大幅提升虛擬實境的手術學習成效。Please refer to “FIG. 4”, “FIG. 4” is a schematic diagram of detecting abnormal or delayed surgical operation behavior by applying the present invention. In actual implementation, when the training module 130 detects that the surgical operation is abnormally terminated or delayed, the warning icon 302 will be displayed as shown in "Fig. 4", and the first display block 301, the second Display block 303 and display block 304 in time. Among them, the second display block 303 will be used to display the 2D surgical image loaded according to the time point information, and synchronously display the operation steps, the time point of using the instrument and the reference information for auxiliary support and guidance; the time point display block 304 displays Time-point information, such as: fifteen minutes can be displayed as "15:00". In actual implementation, the icons 320 of the surgical instruments to be used can also be displayed in sequence according to the time of using the instruments, which is convenient for the user to be mentally prepared to switch the surgical instruments. In other words, when the training module 130 detects that the surgical operation is abnormally terminated or delayed, it no longer simply displays the first display block 301 and the virtual surgical environment in it, but supports and guides the user with various information. For example, the alert icon 302 is used to remind the user that the current surgical operation is abnormally aborted or delayed, and the second display block 303 is used to display the two-dimensional surgical image corresponding to the time point of the abnormal abort or the delay, and display at the time point Block 304 displays the point in time at which the abort or lag occurred, and even displays icons 320 of surgical instruments to be used in sequence according to this point in time. In this way, when the user is not sure about the next steps or is completely unclear about the next steps, he can provide immediate intervention assistance and guidance, greatly improving the effect of virtual reality surgery learning.

綜上所述,可知本發明與先前技術之間的差異在於透過在二維手術影像的基礎上以三維重建的方式建立虛擬實境的手術環境,並且預先設定相應的操作步驟、使用器具時點及參考訊息,當在虛擬實境中進行手術訓練時,持續偵測手術操作行為,並且在偵測到手術操作行為異常中止或遲滯時,根據手術訓練的進度觸發相應的輔助支援及引導,藉由此一技術手段可以解決先前技術所存在的問題,進而達成提高虛擬實境的手術學習成效之技術功效。To sum up, it can be seen that the difference between the present invention and the prior art lies in that a virtual reality surgical environment is established by means of three-dimensional reconstruction on the basis of two-dimensional surgical images, and the corresponding operation steps, the time point of using the instrument and the Reference information, when performing surgical training in virtual reality, continuously detect surgical operation behavior, and when abnormal termination or delay of surgical operation behavior is detected, corresponding auxiliary support and guidance are triggered according to the progress of surgical training. This technical means can solve the problems existing in the prior art, thereby achieving the technical effect of improving the surgical learning effect in virtual reality.

雖然本發明以前述之實施例揭露如上,然其並非用以限定本發明,任何熟習相像技藝者,在不脫離本發明之精神和範圍內,當可作些許之更動與潤飾,因此本發明之專利保護範圍須視本說明書所附之申請專利範圍所界定者為準。Although the present invention is disclosed above by the aforementioned embodiments, it is not intended to limit the present invention. Anyone who is familiar with the similar arts can make some changes and modifications without departing from the spirit and scope of the present invention. The scope of patent protection shall be determined by the scope of the patent application attached to this specification.

110:手術影像資料庫 120:建立模組 130:訓練模組 140:支援模組 300:圖形使用者介面 301:第一顯示區塊 302:警示圖示 303:第二顯示區塊 304:時點顯示區塊 310a,310b:控制器 311a,311b:虛擬手術器具 320:手術器具圖示 步驟210:提供多個二維手術影像,所述二維手術影像各自對應一術式名稱、一操作步驟、一使用器具時點及一參考訊息 步驟220:在進行手術訓練前,接收該術式名稱以選擇載入相應的所述二維手術影像其中之一,並且根據載入的所述二維手術影像以三維重建方式建立一虛擬實境的手術環境 步驟230:在該虛擬實境的手術環境建立完成後,允許進行手術訓練,並且在進行手術訓練時,持續偵測一手術操作行為,當該手術操作行為異常中止或遲滯時,根據手術訓練的進度產生相應的一時點訊息 步驟231:在該虛擬實境的手術環境建立完成後,允許進行手術訓練,並且在進行手術訓練時,持續偵測該手術操作行為 步驟232:將偵測到的該手術操作行為輸入預先訓練完成的一機器學習模型,用以通過該機器學習模型辨識偵測到的該手術操作行為是否異常中止或遲滯,其中,訓練完成的該機器學習模型的產生方式係預先將無異常中止或遲滯的手術操作行為持續輸入未訓練完成的該機器學習模型進行訓練所產生 步驟240:根據產生的該時點訊息播放載入的所述二維手術影像,以及同步顯示該操作步驟、該使用器具時點及該參考訊息以進行輔助支援及引導 110: Surgical Image Database 120: Build Mods 130: Training Module 140: Support Mods 300: Graphical User Interface 301: The first display block 302: Warning icon 303: Second display block 304: Time point display block 310a, 310b: Controller 311a, 311b: Virtual Surgical Instruments 320: Illustration of surgical instruments Step 210: Provide a plurality of two-dimensional surgical images, each of which corresponds to a surgical procedure name, an operation step, a time point of using an instrument, and a reference information Step 220: Before performing the surgical training, receive the name of the surgical procedure to select and load one of the corresponding two-dimensional surgical images, and create a virtual reality in a three-dimensional reconstruction manner according to the loaded two-dimensional surgical images surgical environment Step 230: After the surgical environment of the virtual reality is established, allow surgical training, and during the surgical training, continuously detect a surgical operation behavior, when the surgical operation behavior is abnormally terminated or delayed, according to the operation training The progress generates corresponding point-in-time messages Step 231: After the surgical environment of the virtual reality is established, allow surgical training, and continuously detect the surgical operation behavior during the surgical training Step 232: Input the detected surgical operation behavior into a machine learning model that has been pre-trained to identify whether the detected surgical operation behavior is abnormally terminated or delayed by the machine learning model, wherein the trained operation behavior is completed. The generation method of the machine learning model is generated by continuously inputting the untrained machine learning model without abnormal termination or delay of surgical operation behavior in advance for training. Step 240: Play the loaded 2D surgical image according to the generated time point information, and simultaneously display the operation steps, the time point of using the instrument and the reference information for auxiliary support and guidance

第1圖為本發明應用虛擬實境的手術教學輔助系統的系統方塊圖。 第2A圖及第2B圖為本發明應用虛擬實境的手術教學輔助方法的方法流程圖。 第3圖為應用本發明以虛擬實境進行手術操作之示意圖。 第4圖為應用本發明在偵測到手術操作行為異常或遲滯之示意圖。 FIG. 1 is a system block diagram of a surgical teaching assistant system using virtual reality according to the present invention. FIG. 2A and FIG. 2B are method flow charts of the method for assisting surgery teaching using virtual reality according to the present invention. FIG. 3 is a schematic diagram of applying the present invention to perform surgical operations in virtual reality. FIG. 4 is a schematic diagram of the application of the present invention in detecting abnormal or delayed surgical operation behavior.

110:手術影像資料庫 120:建立模組 130:訓練模組 140:支援模組 110: Surgical Image Database 120: Build Mods 130: Training Module 140: Support Mods

Claims (6)

一種應用虛擬實境的手術教學輔助系統,該系統包含:一手術影像資料庫,用以儲存多個二維手術影像,所述二維手術影像各自對應一術式名稱、一操作步驟、一使用器具時點及一參考訊息;一建立模組,連接該手術影像資料庫,用以在進行手術訓練前,接收該術式名稱以選擇載入相應的所述二維手術影像其中之一,並且根據載入的所述二維手術影像以三維重建方式建立一虛擬實境的手術環境;一訓練模組,連接該建立模組,用以在該虛擬實境的手術環境建立完成後,允許進行手術訓練,並且在進行手術訓練時,持續偵測一手術操作行為,當該手術操作行為異常中止或遲滯時,根據手術訓練的進度產生相應的一時點訊息;以及一支援模組,連接該訓練模組,用以根據產生的該時點訊息播放載入的所述二維手術影像,以及同步顯示該操作步驟、該使用器具時點及該參考訊息以進行輔助支援及引導。 A surgical teaching assistant system using virtual reality, the system includes: a surgical image database for storing a plurality of two-dimensional surgical images, the two-dimensional surgical images respectively correspond to a surgical name, an operation step, a use An instrument time point and a reference information; a building module, connected to the surgical image database, for receiving the surgical name to select and load one of the corresponding two-dimensional surgical images before performing surgical training, and according to The loaded two-dimensional surgical image creates a virtual reality surgical environment in a three-dimensional reconstruction manner; a training module is connected to the establishment module for allowing surgery to be performed after the virtual reality surgical environment is established training, and during the surgical training, continuously detect a surgical operation behavior, when the surgical operation behavior is abnormally terminated or delayed, a corresponding time-point message is generated according to the progress of the surgical training; and a support module is connected to the training module The group is used to play the loaded two-dimensional surgical image according to the generated time-point information, and to simultaneously display the operation steps, the time-point of using the instrument and the reference information for auxiliary support and guidance. 如請求項1之應用虛擬實境的手術教學輔助系統,其中所述三維重建係透過光測度、幾何及深度學習至少其中之一進行演算,用以將所述二維手術影像轉換為虛擬實境的三維訊息。 The surgical teaching assistance system using virtual reality as claimed in claim 1, wherein the three-dimensional reconstruction is calculated by at least one of photometry, geometry and deep learning, so as to convert the two-dimensional surgical image into virtual reality three-dimensional information. 如請求項1之應用虛擬實境的手術教學輔助系統,其中該手術操作行為係透過動作感測器、腕部穿戴式裝置、手部動態輸入裝置至少其中之一進行偵測。 The surgical teaching assistance system using virtual reality according to claim 1, wherein the surgical operation behavior is detected by at least one of a motion sensor, a wrist wearable device, and a hand dynamic input device. 一種應用虛擬實境的手術教學輔助方法,其步驟包括:提供多個二維手術影像,所述二維手術影像各自對應一術式名稱、一操作步驟、一使用器具時點及一參考訊息;在進行手術訓練前,接收該術式名稱以選擇載入相應的所述二維手術影像其中之一,並且根據載入的所述二維手術影像以三維重建方式建立一虛擬實境的手術環境;在該虛擬實境的手術環境建立完成後,允許進行手術訓練,並且在進行手術訓練時,持續偵測一手術操作行為,當該手術操作行為異常中止或遲滯時,根據手術訓練的進度產生相應的一時點訊息;以及根據產生的該時點訊息播放載入的所述二維手術影像,以及同步顯示該操作步驟、該使用器具時點及該參考訊息以進行輔助支援及引導。 A surgical teaching assistant method using virtual reality, the steps of which include: providing a plurality of two-dimensional surgical images, each of the two-dimensional surgical images corresponding to a surgical name, an operation step, a time point of using an instrument and a reference information; Before performing the surgical training, receive the name of the surgical procedure to select and load one of the corresponding two-dimensional surgical images, and create a virtual reality surgical environment in a three-dimensional reconstruction manner according to the loaded two-dimensional surgical images; After the surgical environment of the virtual reality is established, surgical training is allowed, and during the surgical training, a surgical operation behavior is continuously detected. When the surgical operation behavior is abnormally terminated or delayed, a corresponding operation is generated according to the progress of the surgical training. and play the loaded two-dimensional surgical image according to the generated time-point information, and synchronously display the operation steps, the time-point of using the instrument and the reference information for auxiliary support and guidance. 如請求項4之應用虛擬實境的手術教學輔助方法,其中所述三維重建係透過光測度、幾何及深度學習至少其中之一進行演算,用以將所述二維手術影像轉換為虛擬實境的三維訊息。 The surgical teaching aid method using virtual reality as claimed in claim 4, wherein the three-dimensional reconstruction is calculated by at least one of photometry, geometry and deep learning, so as to convert the two-dimensional surgical image into virtual reality three-dimensional information. 如請求項4之應用虛擬實境的手術教學輔助方法,其中該手術操作行為係透過動作感測器、腕部穿戴式裝置、手部動態輸入裝置至少其中之一進行偵測。 The surgical teaching assistance method using virtual reality according to claim 4, wherein the surgical operation behavior is detected by at least one of a motion sensor, a wrist wearable device, and a hand dynamic input device.
TW109135190A 2020-10-12 2020-10-12 Surgery teaching auxiliary system using virtual reality (vr) and method thereof TWI765370B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
TW109135190A TWI765370B (en) 2020-10-12 2020-10-12 Surgery teaching auxiliary system using virtual reality (vr) and method thereof

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
TW109135190A TWI765370B (en) 2020-10-12 2020-10-12 Surgery teaching auxiliary system using virtual reality (vr) and method thereof

Publications (2)

Publication Number Publication Date
TW202214191A TW202214191A (en) 2022-04-16
TWI765370B true TWI765370B (en) 2022-05-21

Family

ID=82197455

Family Applications (1)

Application Number Title Priority Date Filing Date
TW109135190A TWI765370B (en) 2020-10-12 2020-10-12 Surgery teaching auxiliary system using virtual reality (vr) and method thereof

Country Status (1)

Country Link
TW (1) TWI765370B (en)

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN205569066U (en) * 2016-03-07 2016-09-14 上海盟云移软网络科技股份有限公司 Virtual reality medical system

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN205569066U (en) * 2016-03-07 2016-09-14 上海盟云移软网络科技股份有限公司 Virtual reality medical system

Also Published As

Publication number Publication date
TW202214191A (en) 2022-04-16

Similar Documents

Publication Publication Date Title
US9396669B2 (en) Surgical procedure capture, modelling, and editing interactive playback
CN113946211A (en) Method for interacting multiple objects based on metauniverse and related equipment
Zielke et al. Developing Virtual Patients with VR/AR for a natural user interface in medical teaching
CN114616541A (en) Conversational AI platform with rendered graphical output
WO2018177075A1 (en) Method and apparatus for simulating human body in virtual reality, storage medium, and electronic apparatus
Chang et al. Development scheme of haptic-based system for interactive deformable simulation
Edmond Jr et al. Virtual environments: Surgical simulation in otolaryngology
Kaluschke et al. A shared haptic virtual environment for dental surgical skill training
TWI765370B (en) Surgery teaching auxiliary system using virtual reality (vr) and method thereof
Shen et al. Haptic-enabled telementoring surgery simulation
CN116802610A (en) System and method for distributing compiled shaders
Chalmers et al. Towards high-fidelity multi-sensory virtual environments
Huang et al. Virtual reality simulator for training in myringotomy with tube placement
Khwanngern et al. Jaw surgery simulation in virtual reality for medical training
Nakao et al. Transferring bioelasticity knowledge through haptic interaction
Nugraha et al. Evaluation of computer engineering practicum based-on virtual reality application
Nilsson et al. Waiting for the ultimate display: can decreased fidelity positively influence perceived realism?
US20230334998A1 (en) Surgical teaching auxiliary system using virtual reality and method thereof
CN114520040A (en) Operation teaching auxiliary system applying virtual reality and method thereof
US11620796B2 (en) Expert knowledge transfer using egocentric video
Mathi Augment HoloLens’ Body Recognition and Tracking Capabilities Using Kinect
Rakshit et al. Fusion of VR and teleoperation for innovative near-presence laboratory experience in engineering education
TWI765369B (en) Decision support system for surgical based on augmented reality (ar) and method thereof
Apostolou et al. The Funneling Effect: A prototype implementation of an illusory sense of touch in virtual reality
Zikas et al. MAGES 4.0: Accelerating the world’s transition to medical VR training