Upgrade to Pro — share decks privately, control downloads, hide ads and more …

pyladiesvan.pdf

 pyladiesvan.pdf

Tanushri Chakravorty

October 25, 2018
Tweet

Other Decks in Technology

Transcript

  1. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! The Mood Machine - Building an Emotion Detection System in Python Tanushri Chakravorty PhD, Researcher, Computer Vision 1 / 10
  2. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! Outline 1 Scientific Background 2 Application Areas 3 Facial Expression Recognition (FER) 4 Challenges in FER 5 FER framework 6 FER in Python 7 Python + OpenCV + Demo! 2 / 10
  3. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! Scientific Background Figure 1: Background and areas of research and work expertise 3 / 10
  4. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! Application Areas Popular Applications: Security and surveillance Human-Computer Interaction Video editing Augmented Reality Open Source Code https://github.com/sinbycos/ 4 / 10
  5. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! Facial Expression Recognition (FER) To understand human emotions from images (static) or videos(dynamic). Ekman and Friesen categorized expressions into anger, disgust, fear, happiness, sadness, and surprise. 5 / 10
  6. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! Challenges in FER Difficulty in finding similarity due to uncontrolled surrounding conditions. Variability of faces. Figure 2: Degree of Variability of expressions for being happy. Image taken from Flickr (CC License). 6 / 10
  7. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! FER framework Figure 3: Steps in performing Face Expression Recognition. Image taken from https://www.thoughtworks.com/insights/blog/recognizing-human-facial-expressions-machine-learning 7 / 10
  8. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! FER in Python EmoPy - Python framework for FER by Thoughtworks Python Code https://github.com/thoughtworksarts/EmoPy 8 / 10
  9. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! Python + OpenCV + Demo! OpenCV: Open source Computer Vision Library Designed a small experiment to test EmoPy in real-time!! On the way submission of Pull Request You can also find it on my Github: https://github.com/sinbycos/ 9 / 10
  10. Scientific Background Application Areas Facial Expression Recognition (FER) Challenges in

    FER FER framework FER in Python Python + OpenCV + Demo! Questions  [email protected] 10 / 10