zhongheng-cheng / skinscan

SkinScan

Installation

# Cloning the repository
git clone https://github.com/Zhongheng-Cheng/SkinScan
cd SkinScan

# [Optional] Creating virtual environment
python -m venv venv
source venv/bin/activate

# Download dependencies
pip install -r requirements.txt

# Setup Gemini API key
touch .env
# Enter your Google Gemini API Key in ".env" like this:
# GOOGLE_API_KEY="..."

# Run the project
python app.py

Demo Video

SkinScan demo video - Google Drive

skinscan's Issues

Integrate multimodal functionalities with chatbox ui

• Audio input
• Chatbox margin modification
• User information collection

Question Recommendation

Show question recommendation in the input box
examples:

• Do I have any allergy to medication or food?
• Will there be any side effects on treatment
• How should I take care of my skin on regular basis?
• Dermatology FAQ

Initial Issues with Dermatology App

• Format the prompt in image function so that It returns the analysis response in paragraphs and bullets.
• In Audio function, ask the user to input their photo, or video.
• In Video function, analyze the video and return multiple frames if the image is from different angles.
• Ask user to input their age, gender, location.

Developing RAG for FAQ Recommendation

Single summarization for multiple video frames

Let the model summarize any number of frames and return only one condition in its summarization

Chat history storage

Like the interface of ChatGPT, a user can have multiple sessions; each session has its thread of chat history.
The user can continue with any thread at any time.

• May need to maintain a database with all the sessions and chat histories.
• After #11 is done.

Login Function

• Log in/out frontend webpages
• Display username at chatbox page
• Maintain a database for storing user information (account, password, ...)

Integrating disease-RAG Code by Ching-Yuan

In the branch common_disease_rag

Making the bot more conversational

Make the bot act more conversational, closer to a real doctor diagnosing

• User information collection
  • Make it a multi-round conversation, like a real doctor
  • Get rid of the questionnaire
• Ask relevant question in the middle of conversations

Doctor Reservation Function

• Create a function that calls doctor reservation APIs.
• Offering patients opportunities to see a dermatologist directly in the chat.
• Use ZocDoc API for doctor appointment setting.
• Create an AI intake questionnaire for the doctor appointment setting.