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UNet-Segmentation-Heart-C

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# UNET Segmentation on CT Scan Images

Dataset - [Kaggle Dataset Link](https://www.kaggle.com/datasets/nikhilroxtomar/ct-heart-segmentation)

### How to Train the Model

```
1. python3 -m pip install --user virtualenv (In Mac or Linux)
   python -m pip install --user virtualenv (In Windows) 
   
   [Make sure Python3 is installed in your system]

2. python3 -m venv env (In Mac or Linux)
   python -m venv env (In Windows) 
   
3. source env/bin/activate  (In Mac or Linux)
   .\env\Scripts\activate (In Windows) 

4. pip3 install --upgrade pip (In Mac or Linux)
   pip install --upgrade pip (In Windows)
   
4. pip3 install -r requirements.txt (In Mac or Linux)
   pip install -r requirements.txt (In Windows)
```

 Formatter Used - black

### Project Structure
```
.
├── README.md
├── dataloader
│   └── data.py
├── eval.py
├── logs
├── metrics.py
├── models
│   └── unet.py
├── predict.py
├── requirements.txt
├── results
├── saved_models
└── train.py
```

Thank You!

	a/README.md		b/README.md
1	# UNET Segmentation on CT Scan Images	1	# UNET Segmentation on CT Scan Images
2		2
3	Dataset - [Kaggle Dataset Link](https://www.kaggle.com/datasets/nikhilroxtomar/ct-heart-segmentation)	3	Dataset - [Kaggle Dataset Link](https://www.kaggle.com/datasets/nikhilroxtomar/ct-heart-segmentation)
4		4
5	### How to Train the Model	5	### How to Train the Model
6		6
7	```	7	```
8	1. python3 -m pip install --user virtualenv (In Mac or Linux)	8	1. python3 -m pip install --user virtualenv (In Mac or Linux)
9	python -m pip install --user virtualenv (In Windows)	9	python -m pip install --user virtualenv (In Windows)
10		10
11	[Make sure Python3 is installed in your system]	11	[Make sure Python3 is installed in your system]
12		12
13	2. python3 -m venv env (In Mac or Linux)	13	2. python3 -m venv env (In Mac or Linux)
14	python -m venv env (In Windows)	14	python -m venv env (In Windows)
15		15
16	3. source env/bin/activate (In Mac or Linux)	16	3. source env/bin/activate (In Mac or Linux)
17	.\env\Scripts\activate (In Windows)	17	.\env\Scripts\activate (In Windows)
18		18
19	4. pip3 install --upgrade pip (In Mac or Linux)	19	4. pip3 install --upgrade pip (In Mac or Linux)
20	pip install --upgrade pip (In Windows)	20	pip install --upgrade pip (In Windows)
21		21
22	4. pip3 install -r requirements.txt (In Mac or Linux)	22	4. pip3 install -r requirements.txt (In Mac or Linux)
23	pip install -r requirements.txt (In Windows)	23	pip install -r requirements.txt (In Windows)
24	```	24	```
25		25
26	> Formatter Used - black	26	Formatter Used - black
27		27
28	### Project Structure	28	### Project Structure
29	```	29	```
30	.	30	.
31	├── README.md	31	├── README.md
32	├── dataloader	32	├── dataloader
33	│ └── data.py	33	│ └── data.py
34	├── eval.py	34	├── eval.py
35	├── logs	35	├── logs
36	├── metrics.py	36	├── metrics.py
37	├── models	37	├── models
38	│ └── unet.py	38	│ └── unet.py
39	├── predict.py	39	├── predict.py
40	├── requirements.txt	40	├── requirements.txt
41	├── results	41	├── results
42	├── saved_models	42	├── saved_models
43	└── train.py	43	└── train.py
44	```	44	```
45		45
46	Thank You!	46	Thank You!