Image Segmentation
(การแบ่งส่วนภาพ)
Definition
Image Segmentation (การแบ่งส่วนภาพ) Hard Skill
Image segmentation is the process of partitioning a digital image into multiple segments to simplify its representation and make it more meaningful for analysis by identifying and classifying regions or objects within the image.
Expertise Level
Level 1
Basic
1. Understands the basic concept of image segmentation.
2. Can apply simple thresholding techniques for segmenting images.
3. Familiar with common image formats and preprocessing steps.
Level 2
Intermediate
1. Able to implement region-based and edge-based segmentation methods.
2. Uses machine learning algorithms for improved segmentation accuracy.
3. Can evaluate segmentation results using metrics such as IOU and Dice coefficient.
Level 3
Advanced
1. Designs and optimizes deep learning models for complex image segmentation tasks.
2. Integrates multi-modal data and applies advanced algorithms such as U-Net or Mask R-CNN.
3. Leads projects involving large-scale image segmentation and automates post-processing steps.
