21. CNN for Regression - UTKface Dataset

21.1. Download the Dataset

# G-Drive link
!gdown --folder https://drive.google.com/drive/folders/1HROmgviy4jUUUaCdvvrQ8PcqtNg2jn3G?usp=sharing

# Alternative approach
#!wget "https://wm1693.box.com/s/zyxks1tzix9mtfqg70qu6fgkghw67egc" -O part1.tar.gz
#!wget "https://wm1693.box.com/s/84d6z1gnlkui56ajzatq7fm6h4udn8xe" -O part2.tar.gz
#!wget "https://wm1693.box.com/s/bawhl49w7abd7qci0iwpigj2d36iqgg3" -O part3.tar.gz

Retrieving folder contents
Processing file 1mb5Z24TsnKI3ygNIlX6ZFiwUj0_PmpAW part1.tar.gz
Processing file 19vdaXVRtkP-nyxz1MYwXiFsh_m_OL72b part2.tar.gz
Processing file 1oj9ZWsLV2-k2idoW_nRSrLQLUP3hus3b part3.tar.gz
Retrieving folder contents completed
Building directory structure
Building directory structure completed
Downloading...
From (original): https://drive.google.com/uc?id=1mb5Z24TsnKI3ygNIlX6ZFiwUj0_PmpAW
From (redirected): https://drive.google.com/uc?id=1mb5Z24TsnKI3ygNIlX6ZFiwUj0_PmpAW&confirm=t&uuid=4eb7432a-8e5f-4c78-82df-0b40ae39f665
To: /content/UTKface_inthewild/part1.tar.gz
100% 874M/874M [00:08<00:00, 107MB/s]
Downloading...
From (original): https://drive.google.com/uc?id=19vdaXVRtkP-nyxz1MYwXiFsh_m_OL72b
From (redirected): https://drive.google.com/uc?id=19vdaXVRtkP-nyxz1MYwXiFsh_m_OL72b&confirm=t&uuid=731c0769-310a-4e61-919a-557bc8fff444
To: /content/UTKface_inthewild/part2.tar.gz
100% 459M/459M [00:02<00:00, 222MB/s]
Downloading...
From (original): https://drive.google.com/uc?id=1oj9ZWsLV2-k2idoW_nRSrLQLUP3hus3b
From (redirected): https://drive.google.com/uc?id=1oj9ZWsLV2-k2idoW_nRSrLQLUP3hus3b&confirm=t&uuid=342e1786-6122-4443-8275-bae81567761a
To: /content/UTKface_inthewild/part3.tar.gz
100% 57.0M/57.0M [00:00<00:00, 177MB/s]
Download completed

!ls -lrth UTKface_inthewild

total 1.3G
-rw-r--r-- 1 root root 834M Sep 30  2021 part1.tar.gz
-rw-r--r-- 1 root root  55M Sep 30  2021 part3.tar.gz
-rw-r--r-- 1 root root 438M Sep 30  2021 part2.tar.gz

# Extract part1.tar.gz
!tar -xzvf UTKface_inthewild/part1.tar.gz -C UTKface_inthewild/

# Extract part2.tar.gz
!tar -xzvf UTKface_inthewild/part2.tar.gz -C UTKface_inthewild/

# Extract part3.tar.gz
!tar -xzvf UTKface_inthewild/part3.tar.gz -C UTKface_inthewild/

Streaming output truncated to the last 5000 lines.
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part3/50_0_3_20170119203626302.jpg
part3/36_0_3_20170119201817701.jpg
part3/76_0_0_20170120224044694.jpg
part3/31_0_3_20170119200052268.jpg
part3/46_0_3_20170119204816695.jpg
part3/35_0_0_20170119201459165.jpg
part3/70_0_0_20170119205821287.jpg
part3/70_0_0_20170120221817960.jpg
part3/57_0_3_20170119211458431.jpg
part3/26_1_3_20170119193138609.jpg
part3/37_1_3_20170119152842760.jpg
part3/23_1_3_20170119164458614.jpg
part3/26_1_3_20170119193142729.jpg
part3/26_1_3_20170119152455872.jpg
part3/83_1_0_20170120230224530.jpg
part3/45_0_0_20170120220923483.jpg
part3/61_0_3_20170119211851937.jpg
part3/56_0_3_20170119192008015.jpg
part3/36_0_3_20170119175242539.jpg
part3/26_0_3_20170119184303327.jpg
part3/61_0_0_20170120225505530.jpg
part3/78_1_0_20170120225556721.jpg
part3/26_1_3_20170119193149338.jpg
part3/19_1_3_20170119152816720.jpg
part3/16_0_0_20170120133327900.jpg
part3/60_1_1_20170120221732551.jpg
part3/25_1_3_20170119172144676.jpg
part3/27_0_3_20170119155943666.jpg
part3/84_1_0_20170120225816538.jpg
part3/34_0_3_20170119200817301.jpg
part3/26_0_3_20170119183051629.jpg
part3/65_0_0_20170120223336620.jpg
part3/68_1_0_20170120224936648.jpg
part3/28_0_3_20170119194439188.jpg
part3/53_0_3_20170119201406708.jpg
part3/25_0_1_20170116025959945.jpg
part3/26_0_3_20170119180341844.jpg
part3/45_0_3_20170119195752949.jpg
part3/34_1_1_20170116010920708.jpg
part3/55_0_3_20170119181425916.jpg
part3/26_1_3_20170119192503866.jpg
part3/28_0_3_20170119194508397.jpg
part3/53_0_0_20170120222602009.jpg
part3/45_0_3_20170120221319813.jpg
part3/70_0_3_20170119203826438.jpg
part3/60_0_3_20170119204356982.jpg
part3/36_1_3_20170119202144381.jpg
part3/42_0_3_20170119155807051.jpg
part3/45_1_3_20170119171411898.jpg
part3/34_1_3_20170119152703935.jpg
part3/53_0_1_20170120222553113.jpg
part3/58_0_0_20170120224028072.jpg
part3/26_1_3_20170119144411037.jpg
part3/30_1_3_20170119205414159.jpg
part3/25_1_3_20170119172053938.jpg
part3/49_0_3_20170119204414414.jpg
part3/42_0_0_20170119204242599.jpg
part3/67_0_0_20170120224822464.jpg
part3/23_1_3_20170119164501885.jpg
part3/48_0_0_20170120134446448.jpg
part3/32_1_0_20170116193207695.jpg
part3/22_0_3_20170119162820341.jpg
part3/29_0_3_20170119165856407.jpg
part3/29_0_3_20170119171739135.jpg
part3/26_0_3_20170119183729879.jpg
part3/45_0_3_20170119144534917.jpg
part3/43_1_0_20170119204611182.jpg
part3/85_1_0_20170120223641413.jpg
part3/26_0_3_20170119192253329.jpg
part3/67_0_0_20170117163339177.jpg
part3/50_0_0_20170120133257846.jpg
part3/29_0_3_20170119195158259.jpg

#!ls -lrth UTKface_inthewild/part1

21.2. UTKFace File Naming Format

[age]_[gender]_[race]_[date&time].jpg

e.g., 35_1_2_20170116180729528.jpg

Field	Description	Example
age	Age of the person (0–116)	25
gender	Gender (0 = Male, 1 = Female)	0
race	Ethnicity label: 0 = White 1 = Black 2 = Asian 3 = Indian 4 = Others	2
date&time	(Optional) Date and time stamp for some files	20170116174525803

!ls -lrth UTKface_inthewild

total 1.3G
drwxr-xr-x 2 22294  143 516K Jan 12  2017 part1
drwxr-xr-x 2 22294  143 528K Jan 18  2017 part2
drwxr-xr-x 2 22294  143 156K Jan 21  2017 part3
-rw-r--r-- 1 root  root 834M Sep 30  2021 part1.tar.gz
-rw-r--r-- 1 root  root  55M Sep 30  2021 part3.tar.gz
-rw-r--r-- 1 root  root 438M Sep 30  2021 part2.tar.gz

# Move all .jpg files from subdirectories to UTKface_inthewild/
!find UTKface_inthewild/ -name '*.jpg' -exec mv {} UTKface_inthewild/ \;

# Remove the .tar.gz files
!rm UTKface_inthewild/part1.tar.gz UTKface_inthewild/part2.tar.gz UTKface_inthewild/part3.tar.gz

# Remove the extracted directories (assuming they were extracted into directories named part1, part2, and part3)
!rm -r UTKface_inthewild/part1 UTKface_inthewild/part2 UTKface_inthewild/part3

# List the remaining contents of UTKface_inthewild/
#!ls -lrth UTKface_inthewild/

# You now can work with the UTKface_inthewild folder
!ls

sample_data  UTKface_inthewild

image_path = 'UTKface_inthewild/26_0_3_20170120134330671.jpg'

from PIL import Image
import torch
from torchvision import transforms

img = Image.open(image_path)

to_tensor = transforms.ToTensor()
img_tensor = to_tensor(img)

print("Pixel values before normalization (sample 5x5 from the first channel):")
print(img_tensor[0, :5, :5].numpy())  # Print the first 5x5 pixels from the first channel (R)

print(f"Min pixel value: {torch.min(img_tensor)}")
print(f"Max pixel value: {torch.max(img_tensor)}")

Pixel values before normalization (sample 5x5 from the first channel):
[[0.76862746 0.77254903 0.76862746 0.7764706  0.78431374]
 [0.77254903 0.77254903 0.77254903 0.7764706  0.78431374]
 [0.77254903 0.7764706  0.77254903 0.78039217 0.7882353 ]
 [0.7764706  0.78039217 0.7764706  0.78431374 0.7882353 ]
 [0.78039217 0.78431374 0.78039217 0.7882353  0.7921569 ]]
Min pixel value: 0.0
Max pixel value: 1.0

21.3. Set up Dataset and DataLoader

import torch
from torch.utils.data import Dataset, DataLoader
from torchvision import transforms
from PIL import Image
import os

# Custom Dataset Class for UTKFace
class UTKFaceDataset(Dataset):
    def __init__(self, image_dir, transform=None):
        self.image_dir = image_dir
        self.image_filenames = [f for f in os.listdir(image_dir) if f.endswith('.jpg')]
        self.transform = transform

    def __len__(self):
        return len(self.image_filenames)

    def __getitem__(self, idx):
        img_path = os.path.join(self.image_dir, self.image_filenames[idx])
        image = Image.open(img_path)

        # Debugging: Print the mode of the image
        #print(f"Loading image {img_path}, mode: {image.mode}")

        # Convert image to RGB if it is grayscale or has an alpha channel
        if image.mode != 'RGB':
            image = image.convert('RGB')
            #print(f"Converted image to RGB mode")

        # Age is the first part of the filename
        age = int(self.image_filenames[idx].split('_')[0])

        if self.transform:
            image = self.transform(image)

        return image, torch.tensor(age, dtype=torch.float32)

# Transformations (resize, normalize, etc.)
transform = transforms.Compose([
    transforms.Resize((128, 128)),  # Resize all images to 128x128
    transforms.ToTensor(),          # Convert images to tensor
    transforms.Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])
    # Normalize to ~ "[-1, 1]"" an image whose pixel values are contained in [0,1]
    # x_norm = (x-0.5)/0.5
 ])

# Create dataset
image_dir = 'UTKface_inthewild/'  # Directory where your .jpg files are located
dataset = UTKFaceDataset(image_dir=image_dir, transform=transform)

# Create DataLoader
dataloader = DataLoader(dataset, batch_size=32, shuffle=True)

21.4. Verify Data Loading

# Example: Iterate through DataLoader
for images, ages in dataloader:
    print(f'Image batch size: {images.size()}, Ages: {ages}')
    print(images[:, :, :5, :5].numpy())
    break  # Break after first batch for demonstration

Image batch size: torch.Size([32, 3, 128, 128]), Ages: tensor([40., 45., 53., 21.,  5., 23.,  5., 30., 41., 25., 57., 42., 35., 27.,
        18., 14., 25., 29., 36.,  1., 32., 14., 68., 81., 72., 32., 92., 38.,
        35., 24., 36., 26.])
[[[[ 0.60784316  0.6156863   0.5764706   0.4666667   0.35686278]
   [ 0.6         0.62352943  0.6         0.49803925  0.39607847]
   [ 0.6         0.62352943  0.62352943  0.5372549   0.45098042]
   [ 0.5921569   0.6392157   0.6392157   0.5921569   0.5137255 ]
   [ 0.5921569   0.64705884  0.654902    0.62352943  0.56078434]]

  [[-0.7882353  -0.96862745 -0.9843137  -0.99215686 -1.        ]
   [-0.79607844 -0.96862745 -0.9843137  -0.99215686 -1.        ]
   [-0.79607844 -0.96862745 -0.9843137  -0.99215686 -0.99215686]
   [-0.7882353  -0.96862745 -0.99215686 -0.99215686 -0.99215686]
   [-0.7882353  -0.96862745 -0.99215686 -0.99215686 -0.99215686]]

  [[-0.77254903 -0.9843137  -0.9843137  -0.9843137  -0.9843137 ]
   [-0.78039217 -0.9843137  -0.9843137  -0.9843137  -0.99215686]
   [-0.78039217 -0.9843137  -0.96862745 -0.9843137  -0.99215686]
   [-0.7647059  -0.9843137  -0.96862745 -0.9843137  -0.99215686]
   [-0.7647059  -0.9843137  -0.9607843  -0.9843137  -1.        ]]]


 [[[ 0.07450986  0.082353    0.082353    0.09803927  0.082353  ]
   [ 0.07450986  0.09019613  0.09019613  0.09803927  0.082353  ]
   [ 0.07450986  0.082353    0.082353    0.09803927  0.082353  ]
   [ 0.07450986  0.09019613  0.09019613  0.09803927  0.082353  ]
   [ 0.09019613  0.09019613  0.09019613  0.09019613  0.09019613]]

  [[ 0.082353    0.09019613  0.09019613  0.10588241  0.09019613]
   [ 0.082353    0.09803927  0.09803927  0.10588241  0.09019613]
   [ 0.082353    0.09019613  0.09019613  0.10588241  0.09019613]
   [ 0.082353    0.09803927  0.09803927  0.10588241  0.09019613]
   [ 0.09803927  0.09803927  0.09803927  0.09803927  0.09803927]]

  [[ 0.04313731  0.05098045  0.05098045  0.06666672  0.05098045]
   [ 0.04313731  0.05882359  0.05882359  0.06666672  0.05098045]
   [ 0.04313731  0.05098045  0.05098045  0.06666672  0.05098045]
   [ 0.04313731  0.05882359  0.05882359  0.06666672  0.05098045]
   [ 0.05882359  0.05882359  0.05882359  0.05882359  0.05882359]]]


 [[[-0.09019607 -0.08235294 -0.0745098  -0.09803921 -0.12941176]
   [-0.09019607 -0.08235294 -0.0745098  -0.09803921 -0.12941176]
   [-0.09019607 -0.08235294 -0.0745098  -0.09803921 -0.12941176]
   [-0.09019607 -0.08235294 -0.08235294 -0.09803921 -0.12941176]
   [-0.08235294 -0.09019607 -0.10588235 -0.11372548 -0.12941176]]

  [[-0.35686272 -0.3490196  -0.34117645 -0.36470586 -0.3960784 ]
   [-0.35686272 -0.3490196  -0.34117645 -0.36470586 -0.3960784 ]
   [-0.35686272 -0.3490196  -0.34117645 -0.36470586 -0.3960784 ]
   [-0.35686272 -0.3490196  -0.3490196  -0.36470586 -0.3960784 ]
   [-0.3490196  -0.35686272 -0.372549   -0.38039213 -0.3960784 ]]

  [[-0.64705884 -0.6392157  -0.6313726  -0.654902   -0.6862745 ]
   [-0.64705884 -0.6392157  -0.6313726  -0.654902   -0.6862745 ]
   [-0.64705884 -0.6392157  -0.6313726  -0.654902   -0.6862745 ]
   [-0.64705884 -0.6392157  -0.6392157  -0.654902   -0.6862745 ]
   [-0.6392157  -0.64705884 -0.6627451  -0.67058825 -0.6862745 ]]]


 ...


 [[[ 0.9529412   0.94509804  0.9372549   0.9372549   0.9372549 ]
   [ 0.94509804  0.9372549   0.9372549   0.9372549   0.9372549 ]
   [ 0.94509804  0.9372549   0.9372549   0.9372549   0.9372549 ]
   [ 0.9372549   0.92941177  0.92941177  0.92941177  0.92941177]
   [ 0.92941177  0.92156863  0.92156863  0.92156863  0.92156863]]

  [[ 0.9843137   0.9764706   0.96862745  0.96862745  0.96862745]
   [ 0.9764706   0.96862745  0.96862745  0.96862745  0.96862745]
   [ 0.9764706   0.96862745  0.96862745  0.96862745  0.96862745]
   [ 0.96862745  0.9607843   0.9607843   0.9607843   0.9607843 ]
   [ 0.9607843   0.9529412   0.9529412   0.9529412   0.9529412 ]]

  [[ 1.          1.          0.99215686  0.99215686  0.99215686]
   [ 1.          0.99215686  0.99215686  0.99215686  0.99215686]
   [ 1.          0.99215686  0.99215686  0.99215686  0.99215686]
   [ 0.99215686  0.9843137   0.9843137   0.9843137   0.9843137 ]
   [ 0.9843137   0.9764706   0.9764706   0.9764706   0.9764706 ]]]


 [[[ 0.92156863  0.92156863  0.9607843   0.8745098   0.85882354]
   [ 0.9372549   0.9529412   0.90588236  0.8117647   0.8901961 ]
   [ 0.8352941   0.85882354  0.8509804   0.88235295  0.85882354]
   [ 0.90588236  0.88235295  0.94509804  0.9764706   0.90588236]
   [ 0.9764706   0.94509804  0.9764706   0.99215686  0.9372549 ]]

  [[ 0.85882354  0.8745098   0.827451    0.64705884  0.67058825]
   [ 0.78039217  0.8117647   0.6784314   0.5058824   0.6392157 ]
   [ 0.48235297  0.54509807  0.47450984  0.427451    0.45882356]
   [ 0.38823533  0.41176474  0.427451    0.39607847  0.38823533]
   [ 0.37254906  0.39607847  0.38823533  0.37254906  0.39607847]]

  [[ 0.9137255   0.84313726  0.7411765   0.5372549   0.56078434]
   [ 0.7647059   0.7176471   0.5372549   0.35686278  0.49803925]
   [ 0.41960788  0.39607847  0.28627455  0.23921573  0.32549024]
   [ 0.26274514  0.20784318  0.19215691  0.20000005  0.24705887]
   [ 0.20784318  0.1686275   0.13725495  0.17647064  0.27058828]]]


 [[[ 0.4666667   0.45882356  0.4431373   0.4431373   0.4431373 ]
   [ 0.4666667   0.45882356  0.4431373   0.4431373   0.4431373 ]
   [ 0.45882356  0.45882356  0.45098042  0.4431373   0.4431373 ]
   [ 0.45098042  0.45098042  0.45098042  0.45098042  0.45098042]
   [ 0.45098042  0.45098042  0.45098042  0.45098042  0.45098042]]

  [[ 0.30980396  0.30196083  0.28627455  0.28627455  0.28627455]
   [ 0.30980396  0.30196083  0.28627455  0.28627455  0.28627455]
   [ 0.30196083  0.30196083  0.2941177   0.28627455  0.28627455]
   [ 0.2941177   0.2941177   0.2941177   0.2941177   0.2941177 ]
   [ 0.2941177   0.2941177   0.2941177   0.2941177   0.2941177 ]]

  [[ 0.30196083  0.2941177   0.27843142  0.27843142  0.27843142]
   [ 0.30196083  0.2941177   0.27843142  0.27843142  0.27843142]
   [ 0.2941177   0.2941177   0.28627455  0.27843142  0.27843142]
   [ 0.28627455  0.28627455  0.28627455  0.28627455  0.28627455]
   [ 0.28627455  0.28627455  0.28627455  0.28627455  0.28627455]]]]

x = torch.ones((32, 3, 128, 128))
x.shape

torch.Size([32, 3, 128, 128])

21.5. Train your model

import torch
import torch.nn as nn
from torch.utils.data import Dataset, DataLoader, random_split
from torchvision import transforms
from PIL import Image
import os

class CNNRegression(nn.Module):
    def __init__(self):
        super().__init__()  # This works just as well in Python 3
        self.model = nn.Sequential(
            nn.Conv2d(3, 16, kernel_size=3, stride=1, padding=1),
            nn.ReLU(),
            nn.MaxPool2d(2, 2),
            nn.Conv2d(16, 32, kernel_size=3, stride=1, padding=1),
            nn.ReLU(),
            nn.MaxPool2d(2, 2),
            nn.Conv2d(32, 64, kernel_size=3, stride=1, padding=1),
            nn.ReLU(),
            nn.MaxPool2d(2, 2),
            nn.Flatten(),
            nn.Linear(64 * 16 * 16, 512),  # Correct the input size here --- remember these are square matrices of pixels
            nn.ReLU(),
            nn.Dropout(p=0.5),  # Add dropout with a probability of 50%
            nn.Linear(512, 1),
            nn.ReLU() # Apply ReLU to the output layer to ensure non-negative prediction
        )

    def forward(self, x):
        return self.model(x)

# Example usage
model = CNNRegression()
x = torch.ones((32, 3, 128, 128))  # Batch size 32, 3 channels (RGB), 128x128 images
output = model(x)
print(f"{output.shape}\n\n")  # Should output shape [32, 1]

torch.Size([32, 1])

# Create the full dataset
image_dir = 'UTKface_inthewild/'  # Replace with your dataset directory
full_dataset = UTKFaceDataset(image_dir=image_dir, transform=transform)

train_size = int(0.7 * len(full_dataset))  # 70% for training
val_size = int(0.15 * len(full_dataset))   # 15% for validation
test_size = len(full_dataset) - train_size - val_size  # 15% for testing

train_dataset, val_dataset, test_dataset = random_split(full_dataset, [train_size, val_size, test_size])


# Define DataLoaders for each dataset with a given batch size
batch_size = 32

train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)
val_loader = DataLoader(val_dataset, batch_size=batch_size, shuffle=False)
test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False)

# Example of using the DataLoader in a training loop
for images, ages in train_loader:
    print(f"images.shape: {images.shape}")  # Should be [batch_size, 3, 128, 128] for RGB images
    print(ages)  # Tensor of ages corresponding to the batch of images
    # Training code here...
    break  # Just to show the first batch; remove in actual training

images.shape: torch.Size([32, 3, 128, 128])
tensor([36., 38., 20., 55., 65., 31., 83., 26., 15., 28., 56.,  1., 21., 26.,
        65., 40., 82., 32., 14., 22.,  2., 30., 18., 12., 63., 26., 36., 60.,
         4., 35., 50., 30.])

print("Available GPUs:")

if torch.cuda.is_available():
    print(f"Total CUDA devices: {torch.cuda.device_count()}")
    for i in range(torch.cuda.device_count()):
        print(f"cuda:{i} -> {torch.cuda.get_device_name(i)}")
else:
    print("No CUDA device available")

Available GPUs:
Total CUDA devices: 1
cuda:0 -> Tesla T4

device = torch.device("cuda:0")
# device = torch.device("cpu")

# Instantiate the model, loss function, and optimizer
model = CNNRegression()
model = model.to(device)
criterion = nn.MSELoss()  # Mean Squared Error for regression
optimizer = torch.optim.Adam(model.parameters(), lr=0.001)

def reinitialize_model_optimizer(model):
    return torch.optim.Adam(model.parameters(), lr=0.001)

num_epochs = 10

loss_train = [0] * num_epochs
loss_valid = [0] * num_epochs

# Training loop

for epoch in range(num_epochs):
    #----------------------------------------------#
    model.train()  # Set the model to training mode
    running_loss = 0.0

    for images, ages in train_loader:
        images = images.to(device)
        ages = ages.to(device)

        # Forward pass
        outputs = model(images)
        loss = criterion(outputs.squeeze(), ages)

        # Backward pass and optimization
        loss.backward()
        optimizer.step()

        # Zero the parameter gradients
        optimizer.zero_grad()

        running_loss += loss.item()*ages.size(0)

    loss_train[epoch] = running_loss/len(train_loader.dataset)

    #----------------------------------------------#
    model.eval()  # Set the model to validation mode
    running_loss = 0.0

    for images, ages in val_loader:
        images = images.to(device)
        ages = ages.to(device)

        # Forward pass
        outputs = model(images)
        loss = criterion(outputs.squeeze(), ages)

        running_loss += loss.item()*ages.size(0)

    loss_valid[epoch] = running_loss/len(val_loader.dataset)


    print(f'Epoch [{epoch+1}/{num_epochs}], Loss (train): {loss_train[epoch]:.4f}, Loss (valid): {loss_valid[epoch]:.4f}')


print('Training finished!')

Converted image to RGB mode
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Epoch [1/10], Loss (train): 369.0245, Loss (valid): 359.6136
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Epoch [2/10], Loss (train): 333.7751, Loss (valid): 339.3847
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Epoch [3/10], Loss (train): 303.3889, Loss (valid): 296.2200
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Epoch [4/10], Loss (train): 280.9216, Loss (valid): 303.6832
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Epoch [5/10], Loss (train): 255.9639, Loss (valid): 268.0129
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Epoch [6/10], Loss (train): 233.0319, Loss (valid): 251.2555
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Epoch [7/10], Loss (train): 212.1276, Loss (valid): 255.9192
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Epoch [8/10], Loss (train): 194.0299, Loss (valid): 258.0941
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Epoch [9/10], Loss (train): 168.9298, Loss (valid): 248.1529
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Epoch [10/10], Loss (train): 147.1002, Loss (valid): 248.3058
Training finished!

import numpy as np

x_arr = np.arange(len(loss_train)) + 1

fig = plt.figure(figsize=(12, 4))
ax = fig.add_subplot(1, 2, 1)
ax.plot(x_arr, loss_train, '-o', label='Train loss')
ax.plot(x_arr, loss_valid, '--<', label='Validation loss')
ax.legend(fontsize=15)
ax.set_xlabel('Epoch', size=15)
ax.set_ylabel('Loss', size=15)
ax.tick_params(axis='both', labelsize=15)


plt.show()

21.6. Testing

import matplotlib.pyplot as plt
from sklearn.metrics import r2_score

# Assuming `test_loader` is your DataLoader for the test dataset

# Collect true and predicted ages
true_ages = []
predicted_ages = []

# Put the model in evaluation mode
model.eval()

# Turn off gradient computation for testing
with torch.no_grad():
    for images, ages in test_loader:
        images = images.to(device)
        ages = ages.to(device)

        # Get predictions from the model
        outputs = model(images).squeeze()  # Assuming the model returns a single value for regression

        # Collect the true and predicted ages
        true_ages.extend(ages.cpu().numpy())
        # Convert the outputs tensor to a 1D numpy array
        predicted_ages.extend(outputs.cpu().numpy().flatten())

# Compute R² score
r2 = r2_score(true_ages, predicted_ages)
print(f"R² Score: {r2:.4f}")

# Plot the correlation between true and predicted ages
plt.figure(figsize=(8, 8))
plt.scatter(true_ages, predicted_ages, alpha=0.5)
plt.plot([min(true_ages), max(true_ages)], [min(true_ages), max(true_ages)], 'r--', lw=2)  # y=x line
plt.xlabel('True Ages')
plt.ylabel('Predicted Ages')
plt.title(f'Correlation between True and Predicted Ages\n$R^2$ Score = {r2:.4f}')
plt.show()

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R² Score: 0.4070

21.7. Displaying images with True and Predicted Ages

import matplotlib.pyplot as plt

# Display 10 images with their true and predicted ages
def show_predictions(model, test_loader, device):
    model.eval()
    images_shown = 0

    # Turn off gradients for validation
    with torch.no_grad():
        for images, ages in test_loader:
            images = images.to(device)
            ages = ages.to(device)

            # Get model predictions
            outputs = model(images).squeeze()  # Predicted ages

            # Display first 10 images with true and predicted ages
            for i in range(min(10, images.size(0))):  # Show up to 10 images
                plt.figure(figsize=(2, 2))
                img = images[i].cpu().numpy().transpose(1, 2, 0)  # Convert to HWC format for plotting
                img = (img * 0.5) + 0.5  # Denormalize the image to [0, 1] range

                # Plot the image
                plt.imshow(img)
                plt.title(f'True Age: {ages[i].item():.1f}, Predicted Age: {outputs[i].item():.1f}')
                plt.axis('off')

                images_shown += 1
                if images_shown == 10:
                    return  # Stop after showing 10 images

# Call the function to show the predictions
show_predictions(model, test_loader, device)