AImagine
Client
CodeLink
industry
services
AI ML
Custom Software Development
AImagine is a mobile app that allows users to create realistic avatars in various styles using Stable Diffusion. Users upload 6-10 photos to generate their avatars.
Team Model
Technology
Flutter
Google Cloud Platform (GCP)
Python
Stable Diffusion
Dreambooth
Low-Range Adaptation
Prompt Engineering
Firebase Crashlytics
Platform
Is it possible to use artificial intelligence to create hyper-realistic avatars based on uploaded selfies?
CodeLink identified a gap in the market for creating hyper-realistic avatars, given the current quality and cost of competitor products. To bring a new level of quality and realism to the avatar creation market, CodeLink wanted to leverage the skills of its internal R&D team. Additionally, they aimed to improve processes to reduce computation and user costs.
The CodeLink internal team worked autonomously to design and build the Android and iOS mobile applications.
The project kicked off in March of 2023 and is still ongoing.
To develop the app, we started by thoroughly evaluating the quality of AI-generated avatars using Stable Diffusion and Dreambooth. We used different prompt engineering practices to add styles like Samurai, Victorian, Viking, Vampire, and more. We optimized the model for training, inference, and avatar quality, and utilized various Google Cloud Platform services to host the training and inference servers. Our team also experimented with Low-Range Adaptation (LoRA) to reduce training time and decrease the size of training artifacts from 7GB to only 12MB. The final app generates realistic avatars that retain users' facial features while transforming them into different styles.
Tags
Autonomous Team
Artificial Intelligence
Machine Learning
Computer Vision
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