A facial recognition system is a computer application capable of identifying or verifying a person from a digital image or a video frame from a video source.
Questions tagged [facial-recognition]
46 questions
11
votes
0 answers
Extending FaceNet’s triplet loss to object recognition
FaceNet uses a novel loss metric (triplet loss) to train a model to output embeddings (128-D from the paper), such that any two faces of the same identity will have a small Euclidean distance, and such that any two faces of different identities will…
Benedict Aaron Tjandra
- 111
- 4
6
votes
2 answers
Is algorithmic bias due to the training dataset used?
I recently read about algorithmic bias in facial recognition.
Is algorithmic bias due to the training dataset used, or is it due to something else?
Karan Nadagoudar
- 285
- 1
- 5
6
votes
1 answer
What is the formula used to calculate the loss in the FaceNet model?
The FaceNet model returns the loss of the predictions and ground-truth classes. How is this loss calculated?
TheReal__Mike
- 121
- 8
5
votes
1 answer
Is it possible to fool a facial recognition algorithm?
Assuming we're dealing with an artificial neural network (e.g. a ConvNet), which was trained by a large dataset of human faces.
Are there any known issues or challenges where facial recognition would fail? I'm not talking about covering half of the…
kenorb
- 10,423
- 3
- 43
- 91
4
votes
2 answers
Viola Jones Algorithm
Can Viola Jones algorithm be used to detect the facial emotion. Actually it was used in creating harr-cascade file for object and facial detection, but what confused me is whether it can be used to train for emotion detection.
If not, what…
Surya Bhusal
- 371
- 2
- 12
4
votes
1 answer
How to identify the face of a certain customer in a grocery store?
How would you solve the problem of identifying certain customer in a grocery store? Suppose our client is already signed-up on our website with an unique ID given to him. To come in to the store, firstly he must place a phone with a QR code in front…
Taras Mykhalchuk
- 149
- 2
4
votes
1 answer
Why are the landmark retrieval and facial recognition literature so divergent?
Context and detail
I've been working on a particular image retrieval problem and I've found two popular threads in the literature:
Image retrieval (usually benchmarked with landmark retrieval datasets)
[x] Neural codes for Image Retrieval
[x]…
Alexander Soare
- 1,319
- 2
- 11
- 26
3
votes
2 answers
Facial recognition and classifying unknowns with neural networks
As far as I understand, neural networks aren't good at classifying 'unknowns', i.e. objects that do not belong to a learned class. But how do face detection/recognition approaches usually determine that no face is detected/recognised in a region? Is…
John M.
- 227
- 1
- 6
3
votes
2 answers
Is it possible to do face recognition with just the eyes?
Assuming the input photo is focused on a person's face, if the person is wearing a surgical mask, most face recognition software fail to identify the subject's face.
Most facial landmark models are trained to identify at least the eyes and the tip…
exius
- 31
- 3
3
votes
2 answers
How to identify if 2 faces contain the same person?
I have got numerous frames and I've detected all the faces in all the frames using Retinaface. However I need to track the faces of people over frames.
For this purpose, I assumed I could try finding the landmarks from the face using libraries like…
Suraj
- 131
- 5
3
votes
1 answer
Does anyone know of a model for comparing the eyes of people in two images to see if they match?
There’s a lot of talk of undercover cops intentionally starting violence in otherwise peaceful protests. The evidence, primarily, are images like this.
https://images.app.goo.gl/4n3o2EXwFzMQfsKq6
It looks pretty convincing, but I’d like something…
Lockchain
- 31
- 1
2
votes
1 answer
Can I recognize the faces of people around the world?
I created a system where every moment takes photos of the face of who is in the vision of the camera. Initially I took 500 photos of me, to recognize its creator. This takes approximately 20 seconds.
Then every moment he recognizes faces and if it…
GIA
- 568
- 6
- 22
2
votes
1 answer
How to tackle the human error made in labeling datasets for classification tasks like facial expression recognition?
I am working on the Facial Expression Recognition Task. One of the most challenging tasks that I faced was human error in labeling the datasets (ex: let's say FER2013).
Are there anyways to Handle incorrect labeling of datasets in the classification…
2
votes
2 answers
What is the minimum video resolution I need to identify anyone with facial recognition?
I am currently working on a small project where I am trying to automate some stuff at home. I am building a model capable of identifying my face with OpenCV. This will be a live feed.
I am making the project's estimations and have a really low…
Graphs Rodriguez
- 33
- 3
2
votes
0 answers
Is there any published research on the information-carrying capacity of the human face?
Is there any published research on the information-carrying capacity of the human face?
Here I mean "how much information can be conveyed via facial expressions & micro-expressions".
This is a subject of interest because the human face is…
DukeZhou
- 6,237
- 5
- 25
- 53