1. An AI based system for smart mirror for personalized fitness training, comprising, computerized fitness mirror, a camera module, a sensor module, a Raspberry Pi and a display screen, characterized in that the camera and sensors are used to track the user's movements and provide real-time feedback on their form and technique.

2. The system as claimed in claim 1, wherein the sensor module further comprises, a depth sensor, Inertial measurement units, an Electrocardiogram (ECG) sensor, and a Temperature sensor.

3. The system as claimed in claim 1, wherein, the camera and Depth sensor is positioned on top of the mirror, and other sensors are located on the sides of the mirror.

4. The system as claimed in claim 1, wherein, the camera and sensors are connected to Raspberry Pi that includes machine learning algorithms for analysing the user's data and generating personalized workout routines.

5. The system as claimed in claim 1, wherein, the Depth sensor uses infrared light to create a 3D model of the user's body, allowing for accurate tracking of their movements.

6. The system as claimed in claim 1, wherein, Inertial measurement units measure acceleration, rotation, and orientation of the user's body, providing real-time feedback on their posture and alignment.

7. The system as claimed in claim 1, Electrocardiogram (ECG) sensor measures the electrical activity of the heart, providing accurate heart rate data during workouts.

8. The system as claimed in claim 1, wherein, Temperature sensor measure the user's body temperature, providing insights into their level of exertion during workouts.

Description:TITLE OF THE INVENTION
AN AI BASED SYSTEM FOR SMART MIRROR FOR PERSONALIZED FITNESS TRAINING
FIELD OF THE INVENTION
The present invention herein particularly relates to a smart mirror for personalized fitness training.
BACKGROUND OF THE INVENTION
Fitness training is a crucial aspect of maintaining a healthy lifestyle, but individuals often face several challenges when trying to achieve their fitness goals. One significant issue is the lack of personalized coaching and feedback. Traditional fitness options, such as gym memberships or fitness videos, may not provide the individualized attention needed to ensure proper technique and avoid injury. A study found that a majority of gym-goers do not receive personalized attention from trainers, leading to improper form and a higher risk of injury.
Another challenge that individuals face is the inconvenience of traditional fitness options. Gym memberships and home gym equipment can be expensive and take up valuable space, while fitting gym visits into a busy schedule can be challenging. A survey found that over half of people have canceled a gym membership due to cost or lack of time.
Limited feedback and progress tracking is also significant challenge for individuals seeking to achieve their fitness goals. Many fitness apps and videos provide limited feedback and progress tracking, making it difficult for individuals to track their progress and adjust their routines accordingly. A study found that only 13% of popular fitness apps provided accurate and comprehensive feedback on form and technique.
The present invention provides a smart mirror system described here aims to address these challenges by providing an immersive and interactive workout experience that combines the convenience of at-home workouts with the personalized coaching and feedback of a personal trainer. The system utilizes computer vision and hardware to track user movements and provide real-time feedback on form and technique, while also offering personalized workout routines and progress tracking. By addressing these key challenges, the smart mirror system has the potential to revolutionize the way individuals approach fitness training and achieve their health goals.
Following are some most relevant prior arts:
KR102158218B1 discloses a smart mirror for executing a motivational scenario, a method for executing the motivational scenario thereof, and a system for executing a motivational scenario including the same. In the smart mirror that executes the motivational scenario, a display function that displays guide information is added to the mirror function to execute a motivational scenario based on the display function. An input unit that receives a given scenario and obtains the user's posture information reflected in the mirror and generates the guide information by comparing the user's posture information preset for each of the plurality of motivational scenarios with the user's posture information reflected in the mirror. The guide information is output through the display function so that the control unit and the guide information are transmitted through the mirror and reflected on the mirror together with the user, or the guide information is displayed through a hologram function so that the guide information is directly displayed on the user's body. Includes an output unit to output.
KR20160130085A discloses a method and a system for managing an exercise using a smart mirror are disclosed. The present invention provides a method for managing an exercise using a smart mirror, characterized in comprising: a process of obtaining an input of a user such that the user selects an exercise program among a plurality of exercise programs prestored in the smart mirror; a process in which the smart mirror provides an exercise guidance of the selected exercise program; a process of obtaining biometric information while the user exercises by using at least one body-attachment sensor attached to a body of the user or at least one smart mirror sensor provided on the smart mirror; a process of analyzing the biometric information to determine whether the user exercises according to the exercise guidance corresponding to the selected exercise program; and a process in which the smart mirror provides information on wrong postures and providing proper exercise instructions, when it is determined that the user does not exercise according to the exercise guidance. The present invention also provides a system for managing an exercise using a smart mirror.
US20220072380A1 disclosed a method and system for analyzing activity performance of a user in real-time through a smart mirror. The method includes capturing in real-time multimedia data of current activity performance of the user; processing in real-time the captured multimedia data to determine a set of user performance parameters and an estimated future field of view of the user relative to the smart mirror; generating in real-time a pose skeletal model based on the estimated future field of view and the estimated future pose and motion of the user; augmenting a reflection of the user on the smart mirror with one of the pose skeletal model and the plurality of key points overlayed on top of the reflection; comparing the set of user performance parameters with a set of target activity performance parameters; and generating feedback for the user based on the comparing.
KR102000763B1 provide a smart mirror device for providing a personal training service. The smart mirror device comprises: a display unit displaying at least one of a photographed image of a user and exercise-related information; an image obtaining unit obtaining the image of the user; and a control unit recognizing a motion of the user in the image of the user, generating exercise-related information based on the recognized motion of the user and determining whether to display the exercise-related information on the display unit. According to the present invention, the smart mirror device can show right exercise methods to users.
None of the prior art indicate above either alone or in combination with one another disclose what the present invention has disclosed.

SUMMARY OF THE INVENTION
This summary is provided to introduce a selection of concepts, in a simplified format, that are further described in the detailed description of the invention.
This summary is neither intended to identify key or essential inventive concepts of the invention and nor is it intended for determining the scope of the invention.
The present invention provides a smart mirror system described here aims to address these challenges by providing an immersive and interactive workout experience that combines the convenience of at-home workouts with the personalized coaching and feedback of a personal trainer. The system utilizes computer vision and hardware to track user movements and provide real-time feedback on form and technique, while also offering personalized workout routines and progress tracking. By addressing these key challenges, the smart mirror system has the potential to revolutionize the way individuals approach fitness training and achieve their health goals.
To further clarify advantages and features of the present invention, a more particular description of the invention is rendering by reference to specific embodiments thereof, which is illustrated in the appended drawing.
It is appreciated that the drawing depicts only typical embodiments of the invention and are therefore not to be considered limiting of its scope. The invention is being described and explained with additional specificity and detail with the accompanying drawing.
BRIEF DESCRIPTION OF DRAWINGS
The foregoing detailed description of embodiments is better understood when read in conjunction with the attached drawing. For better understanding, each component is represented by a specific number which is further illustrated as a reference number for the components used with the figures.
With the help of figures the detailed explanation of connections become easier and understandable. For easier understanding each component is represented by a reference numeral which is also used as a reference number for the components used in the illustration.
Figure 1 represents placement of camera and sensors in smart mirror
Figure 2 represents the Hardware Block Diagram of present system
Figure 3 represents Flow Chart of the present system
Further, skilled artisans will appreciate that elements in the drawings are illustrated for simplicity and may not have necessarily been drawn to scale. Furthermore, in terms of the construction of the system, one or more components of the system may have been represented in the drawing by conventional symbols, and the drawing may show only those specific details that are pertinent to understanding the embodiments of the present invention so as not to obscure the drawing with details that will be readily apparent to those of ordinary skill in the art having benefit of the description herein.

DETAILED DESCRIPTION OF THE INVENTION
For the purpose of promoting an understanding of the principles of the invention, reference will now be made to the embodiment illustrated in the drawing and specific language will be used to describe the same.
It will nevertheless be understood that no limitation of the scope of the invention is thereby intended, such alterations and further modifications in the illustrated system, and such further applications of the principles of the invention as illustrated therein being contemplated as would normally occur to one skilled in the art to which the invention relates. Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skilled in the art to which this invention belongs.
Embodiments of the present invention will be described below in detail with reference to the accompanying drawings.
The present invention provides a smart mirror system described here aims to address these challenges by providing an immersive and interactive workout experience that combines the convenience of at-home workouts with the personalized coaching and feedback of a personal trainer. The system utilizes computer vision and hardware to track user movements and provide real-time feedback on form and technique, while also offering personalized workout routines and progress tracking. By addressing these key challenges, the smart mirror system has the potential to revolutionize the way individuals approach fitness training and achieve their health goals.
The present invention is a smart mirror system that includes a computerized fitness mirror, the camera, sensors, and a display screen. The camera and sensors are used to track the user's movements and provide real-time feedback on their form and technique. The camera and Depth sensor is positioned on top of the mirror, and other sensors are located on the sides of the mirror. The camera and sensors are connected to Raspberry Pi that includes machine learning algorithms for analyzing the user's data and generating personalized workout routines. BeagleBone Black is used for more processing power.
Sensors Used: -
1. Depth sensor - These sensors use infrared light to create a 3D model of the user's body, allowing for accurate tracking of their movements.
2. Inertial measurement units (IMUs) - These sensors measure acceleration, rotation, and orientation of the user's body, providing real-time feedback on their posture and alignment.
3. Electrocardiogram (ECG) sensor - These sensors measure the electrical activity of the heart, providing accurate heart rate data during workouts.
4. Temperature sensor - These sensors measure the user's body temperature, providing insights into their level of exertion during workouts.

Algorithms Used:-
1. Object Detection: Object detection algorithms can be used to identify and track the user's movements during workouts. This information can be used to provide real-time feedback on form and technique.
2. Gesture Recognition: Gesture recognition algorithms can be used to recognize hand gestures and other movements made by the user. This can be used to control the smart mirror system, such as adjusting the volume of the music playback.
3. Human Activity Recognition: Activity recognition algorithms can be used to identify the type of workout being performed by the user. This information can be used to provide personalized coaching and feedback.
4. Emotion Recognition: Emotion recognition algorithms can be used to detect the user's emotional state during workouts. This information can be used to adjust the intensity of the workout or provide additional support and encouragement as needed.
5. Reinforcement Learning: Reinforcement learning algorithms can be used to provide personalized coaching and feedback to the user. By analyzing the user's performance over time, the system can adjust the difficulty of the workout and provide tailored feedback to help the user achieve their fitness goals.
6. Text-to-speech: Text-to-speech algorithms are a type of speech synthesis technology that converts written text into spoken words.
7. Speech Recognition: A speech recognition module is a component of a system that converts spoken words into text or commands that a computer or other device can understand.
It uses the data collected from the camera and sensors to analyze the user's movements and provide feedback on their form and technique. The camera and sensors can detect various parameters such as the user's posture, range of motion, joint angles, and movement velocity.
Display screen is inbuilt in mirror. The system can identify areas where the user needs improvement and provide real-time feedback to help them correct their technique. The feedback can be provided in various forms such as visual cues, audio cues, or haptic feedback. For example, the mirror may display a green light to indicate the correct form or a red light to indicate the incorrect form. Alternatively, the mirror can play a sound to indicate the correct form or vibrate to indicate the incorrect form. Fig. 1 shows the placement of sensors.
It also generates personalized workout routines based on the user's fitness level, goals, and progress. The user can select a workout routine or use the from the display screen mirror's voice commands to access personalized workouts. It can generate a variety of workout routines that target different muscle groups, fitness goals, or exercise preferences. The workout routines can be designed to be progressive and challenging, taking into account the user's progress and goals. The smart mirror also includes a display screen that can show the user's progress and provide visual feedback on their performance. The display screen can show various metrics such as the user's heart rate, calorie burn, distance traveled, and time spent exercising. The display screen can also show virtual coaching and motivational cues to help the user stay on track and achieve their goals. For example, the mirror may display a message such as "Keep up the good work!" or "You can do it!" to encourage the user during their workout.
In addition, the smart mirror can be integrated with various smart devices and fitness apps to provide a seamless fitness experience. The user can connect their smartwatch, fitness tracker, or other smart devices to the mirror to access personalized music playlists, virtual trainers, and other fitness apps. The mirror can also synchronize with the user's fitness data to provide more accurate and personalized feedback. In one embodiment, the smart mirror can be used in a group fitness setting. The mirror can detect multiple users and provide personalized feedback to each user. The mirror can also generate group workout routines that take into account the individual fitness levels and goals of each user. In another embodiment, the smart mirror can be used for virtual training and coaching. The mirror can connect to a remote coach or trainer who can provide real-time feedback and guidance to the user. The remote coach can view the user's movements through the camera and provide feedback and cues through the mirror's display screen. The smart mirror system can be installed in various locations such as fitness centers, homes, or corporate offices. The mirror can be customized to match the décor and style of the location.
Those skilled in the art will appreciate that one or more of the described elements may well be combined into a single functional element. Alternatively, certain elements may be split into multiple functional elements. Elements from one embodiment may be added to another embodiment.
Advantages of the Invention:
The smart mirror system described in the present invention has several advantages over traditional fitness equipment and existing fitness systems that use computer vision and machine learning. These advantages include:
• Personalized feedback and training: The system uses computer vision and machine learning algorithms to provide personalized feedback and training to users, enhancing the effectiveness of their workouts and reducing the risk of injury.
• Real-time feedback: The system provides real-time feedback on the user's form and technique, enabling them to adjust their movements and posture during their workout.
• Customizability: The system can be customized to match the décor and style of different locations, making it suitable for use in homes, fitness centers, or corporate offices.
• Accessibility: The system will be easy to install, and does not require significant space, making it accessible to a broader audience.
• Virtual coaching and motivational cues: The system can provide virtual coaching and motivational cues to the user, enhancing their engagement and motivation during their workout.
, Claims:
1. An AI based system for smart mirror for personalized fitness training, comprising, computerized fitness mirror, a camera module, a sensor module, a Raspberry Pi and a display screen, characterized in that the camera and sensors are used to track the user's movements and provide real-time feedback on their form and technique.
2. The system as claimed in claim 1, wherein the sensor module further comprises, a depth sensor, Inertial measurement units, an Electrocardiogram (ECG) sensor, and a Temperature sensor.
3. The system as claimed in claim 1, wherein, the camera and Depth sensor is positioned on top of the mirror, and other sensors are located on the sides of the mirror.
4. The system as claimed in claim 1, wherein, the camera and sensors are connected to Raspberry Pi that includes machine learning algorithms for analysing the user's data and generating personalized workout routines.
5. The system as claimed in claim 1, wherein, the Depth sensor uses infrared light to create a 3D model of the user's body, allowing for accurate tracking of their movements.
6. The system as claimed in claim 1, wherein, Inertial measurement units measure acceleration, rotation, and orientation of the user's body, providing real-time feedback on their posture and alignment.
7. The system as claimed in claim 1, Electrocardiogram (ECG) sensor measures the electrical activity of the heart, providing accurate heart rate data during workouts.
8. The system as claimed in claim 1, wherein, Temperature sensor measure the user's body temperature, providing insights into their level of exertion during workouts.