VisionDL

Deep Learning for Computer Vision

Lecturer: Teerapong Panboonyuen (Kao), Ph.D.

Contact: teerapong.pa@chula.ac.th and panboonyuen.kao@gmail.com

01/03/2024 Object Detection and Instance Segmentation**

• (1) Lecture Slide: https://github.com/kaopanboonyuen/deep_learning_for_vision/blob/main/slide/01032024_deep_learning_cv_slide.pdf

• (2) (Code) Object Detection with Deep Learning: https://colab.research.google.com/github/kaopanboonyuen/deep_learning_for_vision/blob/main/code/ai_workshop_object_detection_toStudent.ipynb

• (3) (Code) Instance Segmentation with Deep Learning: https://colab.research.google.com/github/kaopanboonyuen/deep_learning_for_vision/blob/main/code/ai_workshop_instance_segmentation_toStudent.ipynb

Reference:

1. https://www.kaggle.com/code
2. https://www.tensorflow.org/tutorials
3. https://github.com/topics/machine-learning
4. https://archive.ics.uci.edu/ml/datasets.php
5. https://colab.research.google.com/notebooks/
6. https://www.run.ai/guides/deep-learning-for-computer-vision
7. https://www.oreilly.com/library/view/practical-machine-learning/9781098102357/ch04.html
8. https://docs.ultralytics.com/

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