- Lecture materials are provided as downloadable PDF files.
- You're welcome to access them at any time.
Graduate Courses
Vision Transformer
- 📄 DeiT - Data-efficient Image Transformers
- 📄 Swin Transformer
- 📄 The Illustrated Transformer
- 📄 Transformer
- 📄 ViT - Vision Transformer
Generative Image
- 📄 Generative Model - 01 StyleGAN
- 📄 Generative Model - 02 Diffusion Models Overview - Lil’Long
- 📄 Generative Model - 03 DDPM - Denosing Diffusion Probabilistic Model
- 📄 Generative Model - 04 Stable Diffusion - High-Resolution Image Synthesis with Latent Diffusion Models
- 📄 Generative Model - 05 Score-Based Generative Modeling through Stochastic Differential Equations
- 📄 Generative Model - 06 EDM (Elucidating the Design Space of Diffusion-Based Generative Models) - Nvidia Presentation
- 📄 Generative Model - 07 EDM (Elucidating the Design Space of Diffusion-Based Generative Models) - Paper
- 📄 Generative Model - 08 CM Consistency Models
- 📄 Generative Model - 09 LCM Latent Consistency Model
- 📄 Generative Model - ControlNet Stable Diffusion - Nhan Tran Presentation240122
- 📄 CVPR 2022 - Denoising Diffusion-based Generative Modeling Foundations and Applications
- 📄 CVPR 2022 Tutorial - Yan Song - Diffusion and Score-Based Generative Models
- 📄 LLM-Alternatives to Transformer Rev1.0 (From 1.6 Ver)
- 📄 OXENAI-ArXivDive- Road to Sora Paper Reading List - 2024
Object Detection
- 📄 Object Detection Model - DETR
- 📄 Object Detection Model - EfficientDet
- 📄 Object Detection Model - Yolo v1
- 📄 Object Detection Model - Yolo v2-v4