Image processing using Python refers to utilizing Python libraries to manipulate and analyze images. Python has a rich ecosystem of libraries such as OpenCV, Pillow, and scikit-image that allow developers to perform a wide range of image processing tasks. With these libraries, developers can apply transformations like resizing, cropping, rotating, adjusting brightness/contrast, filtering, and edge detection. For example, OpenCV allows you to detect faces in an image, apply blurring effects, or perform complex operations like feature matching. Pillow, on the other hand, is a simpler library that supports basic operations like loading, saving, and modifying images. Python also supports image processing workflows for more advanced techniques such as segmentation, object recognition, and machine learning applications. In machine learning pipelines, image data is often preprocessed with image processing techniques (such as resizing or normalization) before feeding it into a model. Python's simplicity and wide library support make it one of the most popular languages for image processing tasks.
What is image processing by using Python?
- The Definitive Guide to Building RAG Apps with LangChain
- Getting Started with Zilliz Cloud
- Retrieval Augmented Generation (RAG) 101
- Embedding 101
- Vector Database 101: Everything You Need to Know
- All learn series →
Recommended AI Learn Series
VectorDB for GenAI Apps
Zilliz Cloud is a managed vector database perfect for building GenAI applications.
Try Zilliz Cloud for FreeKeep Reading
Can LLMs write fiction or poetry?
Yes, LLMs can write fiction and poetry by leveraging their training on diverse text datasets, including literary works a
How do I analyze and visualize a dataset?
To analyze and visualize a dataset, you need to follow a structured approach that involves three key stages: data prepar
What is the role of Explainable AI in explaining model decisions to non-technical users?
Explainable AI (XAI) plays a crucial role in helping non-technical users understand the decisions made by machine learni