Object Detection
(การตรวจจับวัตถุ)
Definition
Object Detection (การตรวจจับวัตถุ) Hard Skill
The ability to identify and locate objects within images or videos using algorithms and machine learning techniques.
Expertise Level
Level 1
Basic
1. Understands fundamental concepts of object detection.
2. Familiar with common object detection datasets and tasks.
3. Can implement basic object detection models using standard libraries.
Level 2
Intermediate
1. Can train and fine-tune object detection models for specific tasks.
2. Understands the strengths and limitations of different detection algorithms.
3. Able to preprocess and augment data to improve detection performance.
Level 3
Advanced
1. Designs and optimizes custom object detection architectures.
2. Integrates advanced techniques such as real-time detection and multi-scale analysis.
3. Evaluates detection models using comprehensive metrics and improves robustness across varied datasets.
