search

justadudewhohacks / face-api.js

JavaScript API for face detection and face recognition in the browser and nodejs with tensorflow.js
MIT License
16.65k stars 3.7k forks source link

simple test/benchmark #317

Open MariasStory opened 5 years ago

MariasStory commented 5 years ago

Hi Vincent (@justadudewhohacks), What about a simple test/benchmark with: https://www.windowscentral.com/sites/wpcentral.com/files/styles/xlarge/public/field/image/2014/11/worlds-largest-selfie.jpg

My result using github version: Screenshot from 2019-06-10 21-20-11

I must have been doing something wrong, because decreasing the value of "Min Confidence:" did not do anything.

It would be also nice if the selection on the right bottom detection would be more precise.

Reference:

  1. https://github.com/peiyunh/tiny Result from Finding Tiny Faces
  2. https://www.researchgate.net/publication/329116152_Learning_Better_Features_for_Face_Detection_with_Feature_Fusion_and_Segmentation_Supervision Result from Finding Tiny Faces

Greetings, Tolik

justadudewhohacks commented 5 years ago

I must have been doing something wrong, because decreasing the value of "Min Confidence:" did not do anything.

Hmm, could be a bug in the demo.

It would be also nice if the selection on the right bottom detection would be more precise.

Agree, would be interesting to see, if we can train a better model than the current SSD Mobilenet V1, which is still feasible for web apps. In fact I started with training own face detectors, but have stopped working on it. Will pick up on this some time soon again, so thanks for all the links you shared!

As far as the tiny faces in the background are concerned, they will be useless for further face classification tasks however, as they are simply too small in size as an input for any classification network. So I am not totally convinced yet, how such a face detector would benefit face-api,js or web applications in general.