Face detection

  • Swimlane: 2020-2021
  • Column: DONE
  • Position: 21
  • Assignee: not assigned
  • Creator: Olivier Debeir
  • Started:
  • Created: 19/10/2020 17:52
  • Modified: 06/07/2021 13:55
  • Moved: 06/07/2021 13:55
Description

TROUILLEZ Franck

3:02 PM (30 minutes ago)

to DEBEIR
Dear Mr.DEBEIR,

First, thank you for accepting me for the project.

As I said, I want to do face detection. I wanted to create an algorithm able to decide whether a face is on the picture or not. However, I cannot find a single database built for this purpose. I only found datasets made in order to recognize different people, and to find on different pictures whether it is the same person or not. If you think this is affordable for a beginner in this field, I found this dataset : https://www.kaggle.com/jessicali9530/lfw-dataset which regroups 13000 images of faces. However, if you think this is not possible for me to reach the end of the project told before, I can then try to find the faces on a given picture (not only portrait photos) and to detect the area where the face is. If this project, according to you, is more affordable, I then choose this dataset : https://www.kaggle.com/mksaad/wider-face-a-face-detection-benchmark which contains 10000 images of people in different situations and events.

If you think both of the datasets are affordable enough for me, I will then choose the second one with this dataset : https://www.kaggle.com/mksaad/wider-face-a-face-detection-benchmark

I am already registered on the course PROJ-H419. However, I saw that the attendance during the consultation sessions is marked. I intend to attend every session but since I just arrived on the project, will I lose points due to the first sessions you could already have made ?

Thank you for your attention and thank you in advance for your reply,

Sincerely,

Sub-Tasks
Internal links
Comments
Olivier Debeir
Olivier Debeir Created at: 26/10/2020 12:25 Updated at: 26/10/2020 12:25

detection de visage

  • info deep learning
  • tensorflow
  • cuda only
  • collab
    wider face 10k images
Olivier Debeir
Olivier Debeir Created at: 02/11/2020 12:24 Updated at: 02/11/2020 12:24
Olivier Debeir
Olivier Debeir Created at: 09/11/2020 12:15 Updated at: 09/11/2020 12:15

import ok, premier réseau simple pas encore de résultat 2 possibilités détection/ et ou comptage

Olivier Debeir
Olivier Debeir Created at: 16/11/2020 12:51 Updated at: 16/11/2020 12:51

copier coller fonctionne
possibilité d'utiliser une version diminuée de la supervision

Olivier Debeir
Olivier Debeir Created at: 23/11/2020 12:06 Updated at: 23/11/2020 12:06

génération de masque sur base de 'gros pixels'

Olivier Debeir
Olivier Debeir Created at: 30/11/2020 12:04 Updated at: 30/11/2020 12:04

max pooling, convolution 1x1 ...

Olivier Debeir
Olivier Debeir Created at: 24/02/2021 14:17 Updated at: 24/02/2021 14:17

problème:
n'apprend pas
plutôt utiliser les bbox
ajouter des conv

Olivier Debeir
Olivier Debeir Created at: 05/03/2021 12:48 Updated at: 05/03/2021 12:48

fix dernière couche -> pas une relu !

Olivier Debeir
Olivier Debeir Created at: 10/03/2021 12:45 Updated at: 10/03/2021 12:45
  • 300 epoch --> ok
  • post processing
  • quid d'ajouter un plan de prédiction de l'échelle > bof
  • se concentrer sur le pp
Olivier Debeir
Olivier Debeir Created at: 17/03/2021 13:20 Updated at: 17/03/2021 13:20

comparaison par MCC mean et std
question concernant le copyright