Feature Extraction

Image Segmentation

Partitioning an image into multiple segments or regions, assigning each pixel to a specific class or object.

Semantic Segmentation

Classifying every pixel in an image into a predefined category without distinguishing between individual object instances.

Instance Segmentation

Detecting and delineating each distinct object instance in an image at the pixel level.

Panoptic Segmentation

A unified approach combining semantic and instance segmentation to provide complete scene understanding.

An AI task that generates natural language answers to questions about the content of images.

Identifying and classifying human actions or activities from video sequences.

The task of assigning a label or category to an entire image based on its visual content.

Automatically generating natural language descriptions of the content depicted in images.

The process of capturing and creating three-dimensional models of real-world objects or environments from visual data.

Creating new images from scratch using generative AI models like GANs, diffusion models, or VAEs.

Technology that converts images of text into machine-readable text data.

The field of AI that enables computers to interpret and understand visual information from images and video.