Papers

Paper 1: FMACNN: Federated Multi-Attention CNN Framework for Artificial Image Detection (Submitted)
Target: IEEE Transactions on Information Forensics and Security

Paper 2: DCFL-Chain: Digital-Twin-Based Collaborative FL-Integrated Energy Consumption Prediction for Smart Factory
Target: KICS Fall-2024

Last Week's Progress

- Working/Studying Diffusion Model for new paper.
- Implementing Stable Diffusion, DDPM, and Latent Diffusion Models for future research work.

This Week Todo's

- Implemented DDPM and Stable Diffusion and generated some images.
- Further, fine-tune the model for better image generation.

Project Progress

Project 1: ITRC Digital Twin
Project 2: Image Analysis on Edge Devices for Daycare Application

Last Week's Project

Project 1:
- Review papers and presentations.

Project 2:
- Create an action recognition dataset and add more Korean child faces to the dataset.
- Extracting facial embeddings from detected faces for face recognition.
- Preparing dataset by adding more classes of actions for Face Recognition and Action Recognition.
- Update project status on leader meeting.
- Providing project deliverable reports to the company.

This Week's Project

Project 1:
- Review papers and presentations.


Project 2:
- Implemented CNN and Transformer model for Face Recognition.
- Evaluating the model on various metrics.
- Preparing dataset by adding more classes of actions for Face Recognition and Action Recognition.
- Update project status on leader meeting.

Monthly Goals

- Learning Digital Twin, LLM, Generative AI, Transformers, Encoder-Decoder, Stable Diffusion, and Architectures with implementation.

Annual Goals

- Submit one more Q1 International Journal year.
- Attend international conferences and domestic conferences.