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## ✔ REAL TIME HUMAN DETECTION & COUNTING | ||
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- A tensorflow based `Faster RCNN inception v2` python model to detect and count humans in real time images, videos & camera. | ||
- Used pre-trained `frozen_inference_graph.pb` frozen graph to handle the detection. | ||
- Visualize the data using `Enumeration Plot` and `Avg. Accuracy Plot`. | ||
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--- | ||
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### 📌REQUIREMENTS : | ||
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- python 3 | ||
- tkinter | ||
- messagebox | ||
- PIL | ||
- cv2 | ||
- argparse | ||
- matplotlib.pyplot | ||
- numpy | ||
- time | ||
- os | ||
- tensorflow | ||
- fpdf | ||
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--- | ||
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### 📌How this Script works : | ||
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- User just need to download the file and run the main.py on their local system. | ||
- On the starting window of the application, user will be able to see START and EXIT option, using which user can start the application or exit from the application. | ||
- When user starts the application using START button, a new window will open, which allows user with options like, DETECT FROM IMAGE, DETECT FROM VIDEO or DETECT FROM CAMERA. | ||
- When user selects any of the first two option, he/she needs to select the respective files using SELECT button. | ||
- User can preview the selected file using PREVIEW button, and detect and count the humans using DETECT button. | ||
- And when user selects, the last option of detecting through camera, user need to open the Camera, using OPEN CAMERA button, As soon as camera opens, detection process will start. | ||
- After detection process gets completed or user manually completes it, two graph get plotted, | ||
- 1.) Enumeration Plot(Human Count Vs. time) and | ||
- 2.) Avg. Accuracy Plot(Avg. Accuracy Vs. time). | ||
- Along with this two plots, an option to generate crowd report also appears, On clicking on it, a crowd report in form of PDF is generated ans saved autmatically at the project file location. | ||
- In the crowd report genrated, there will be information like, What is Max Human Count, Max Accuracy, Max Avg. Accuracy, and also a two line status about crowd. | ||
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### 📌Purrpose : | ||
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- This scripts helps user to easily get the count of human through real time image, video or camera, and thereafter also analysis of crowd through crowd report. | ||
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### 📌Compilation Steps : | ||
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- Install all the required libraries. | ||
- After that download the code file, and run main.py on local system. | ||
- Then the script will start running and user can explore it by detecting the human and also getting the count of it. | ||
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--- | ||
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### 📌SCREENSHOTS : | ||
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<p align="center"> | ||
<img width = 1000 src="Screenshots/1.jpg" /><br> | ||
<img width = 1000 src="Screenshots/2.jpg" /><br> | ||
</p> | ||
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- #### Image: | ||
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<p align="center"> | ||
<img width = 1000 src="Screenshots/3.jpg" /><br> | ||
<img width = 1000 src="Screenshots/4.jpg" /><br> | ||
<img width = 1000 src="Screenshots/5.jpg" /><br> | ||
<img width = 1000 src="Screenshots/6.jpg" /><br> | ||
<img width = 1000 src="Screenshots/7.jpg" /><br> | ||
<img width = 1000 src="Screenshots/8.jpg" /><br> | ||
<img width = 1000 src="Screenshots/9.jpg" /><br> | ||
<img width = 1000 src="Screenshots/10.jpg" /><br> | ||
<img width = 1000 src="Screenshots/11.jpg" /><br> | ||
<img width = 1000 src="Screenshots/12.jpg" /><br> | ||
</p> | ||
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- #### Video: | ||
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<p align="center"> | ||
<img width = 1000 src="Screenshots/13.jpg" /><br> | ||
<img width = 1000 src="Screenshots/14.jpg" /><br> | ||
<img width = 1000 src="Screenshots/15.jpg" /><br> | ||
<img width = 1000 src="Screenshots/16.jpg" /><br> | ||
<img width = 1000 src="Screenshots/17.jpg" /><br> | ||
</p> | ||
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- #### Camera: | ||
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<p align="center"> | ||
<img width = 1000 src="Screenshots/18.jpg" /><br> | ||
<img width = 1000 src="Screenshots/19.jpg" /><br> | ||
<img width = 1000 src="Screenshots/20.jpg" /><br> | ||
<img width = 1000 src="Screenshots/21.jpg" /><br> | ||
<img width = 1000 src="Screenshots/22.jpg" /><br> | ||
<img width = 1000 src="Screenshots/23.jpg" /><br> | ||
</p> | ||
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--- |
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