IMAGE PROCESSING

Dog Breed Classification Using Transfer Learning

Dog Breed Recognition Using CNN Introduction Dog breed classification is one of the most popular applications of deep learning and computer vision. With thousands of dog breeds exhibiting subtle visual differences, developing an accurate classification model from scratch is challenging task and computationally expensive. Transfer Learning provide solution by importing pre-trained deep learning models to […]

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Dental Caries Detection System using Python

Dental Caries Detection using Deep Learning Introduction Dental caries is one of the most prevalent oral health problems worldwide and commonly known as tooth decay or cavities. Early detection of dental caries plays a crucial role in preventing severe tooth damage and reducing treatment costs. With advancements in Machine Learning (ML), Artificial Intelligence (AI), and

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Crowd Counting from Density Maps Using Python

Crowd Counting from Heatmap Images Using Python Introduction Crowd counting has become an important computer vision application in modern surveillance systems, event management, smart cities, shopping mall and public safety monitoring. Object Detection technique often sometime failed in large crowded areas due to severe occlusions and overlapping individuals. To overcome this issue, researchers use heatmap-based

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Diabetes Prediction System Using Machine Learning

Diabetes Prediction System Using AI and Machine Learning Introduction Diabetes affecting millions of people worldwide and it is one of the most common chronic diseases. Early detection and proper treatment of diabetes can reduce health complications such as kidney failure, heart disease, vision problems and nerve disease. With advancements in Machine Learning and Artificial Intelligence,

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E-Waste Management using Machine Learning

E-Waste Detection Using Artificial Intelligence All over worldwide, electronic waste is fastest growing waste categories. Electronic waste commonly known as e waste. Tons of electronic components discarded every year as with rapid changes in technology with advancement so frequent device replacement. Improper disposal of electronic waste cause environmental pollution and problem of health hazards. To

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Fashion Trend Analysis and Forecasting using AI

Fashion Trend Analysis Using Python: Machine Learning and AI for Fashion Prediction Introduction: Fashion Trend is continuously changing day by day, and understanding customer choices has become more important. Fashion Trend Analysis using Python helps designers, businesses and online retailers identify emerging styles, patterns, colors, and consumer interests using machine learning and data science techniques.

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Blur Image Filtering System using Image Processing

Image blurring using OpenCV Introduction: Image processing is an essential part of modern technology, helping computers analyze, modify, and enhance digital images. blur image filtering is one important application which is widely used for privacy protection, noise reduction, image enhancement and artistic effects. A Blur Image Filtering System uses algorithms to smooth images by reducing

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Breast Cancer Detection from Thermal Images Using Artificial Intelligence

AI-Based Breast Cancer Detection Using Thermal Image Analysis Introduction Breast Cancer is one of the most common health problems affecting women worldwide. Early diagnosis plays an important role in improving treatment outcomes and survival rates. Mammography is a traditional method for screening and it is widely used, but researchers are exploring alternative technologies that are

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Brain Stroke Classification Using CT & MRI Images

MRI-based brain stroke classification Introduction Brain stroke is cause of long-term disability and death in worldwide. Early detection of brain stroke and accurate classification of strokes can significantly improve treatment outcomes and patient survival rates. With advancements in Deep Learning, Artificial Intelligence (AI), and Medical Image Processing, automated brain stroke classification systems are becoming increasingly

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Cat & Dog Classification Using CNN

Cats vs Dogs : Image Classification using CNN Introduction Cat and Dog Classification using CNN (Convolutional Neural Network) for image classification it is one of the most popular deep learning projects. It trains a neural network model to automatically recognize whether image contains a dog or cat. In artificial intelligence, Image classification has become an

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