Machine Learning and Image Classification: Fusion Applications and Performance Optimization
Introduction
Image classification is a fundamental task in computer vision that involves analyzing and understanding the content of images to automatically assign them to predefined categories. With the advancement of deep learning, machine learning has achieved significant progress in image classification, driving developments in autonomous dr ...
Posted on Sun, 16 Aug 2026 16:21:05 +0000 by geowulf
Image Augmentation Techniques for Deep Learning Datasets
Color adjustment (brightness, saturation, contrast)
Random scaling
Random cropping
PCA-based color augmentation
Translation shifting
Horizontal/vertical flipping
Rotation and affine transformations
Gaussian noise additoin
Class imbalance correction
Implementation Example (NumPy/PIL)
from PIL import Image, ImageEnhance
import numpy as np
impo ...
Posted on Wed, 15 Jul 2026 16:32:53 +0000 by gareh