Face Analysis based on Deep Learning

Wed, 16 Oct 2024 00:00:00 +0000

Face Analysis based on Deep Learning#

With the advancement of deep learning technology, the performance of face analysis has also improved.
I will introduce a high-performing open-source face analysis library and explain how to use it.

InsightFace: 2D and 3D Face Analysis Project#

https://github.com/deepinsight/insightface

※ License : Please refer to the above site !

Here, we share various models, and I would like to introduce the buffalo_l model pack.
buffalo_l provides blob box, key points, detection score, landmark 2D/3D, gender, age, embedding, and pose information.

I will demonstrate the process of face analysis using Python.

LoRA

Sun, 07 Jul 2024 00:00:00 +0000

LoRA (Low-Rank Adaptation)#

LoRA is one of the PEFT (Parameter-Efficient Fine-Tuning) techniques.
This technique efficiently fine-tunes large pre-trained models for specific tasks.

(The following content is referenced from the paper “LoRA: Low-Rank Adaptation of Large Language Models.”)

Background/Problem#