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Nakkwan
Blog is under renewal
Paper Review
Diffusion
Basic
DDPM
Improved DDPM
DDIM
Score SDE
LDM
Step
Consistency Models
DEIS (PLMS)
DPM-Sovler Series
Distillation Guided DM
Distribution Matching Diffusion
PNDM
Condition
ADM (Guided Diffusion)
Classifier-free Guidance
ControlNet
Finetune
DreamBooth
LoRA
Textual Inversion
Application
DiSS
Etc
Importance of Noise Scheduling
LSGM
Transformer
Vision Transformer
Swin Transformer
Swin Transformer V2
GE-ViT
Survey on Visual Transformer
Mamba
HIPPO
Neural ODE
Normalize Flow
Theorem
Loss Landscape
Neural Tangent Kernel
Neural Collapse Under MSE Loss
Deep Double Descent
Task
VAE
BIVA
IAF-VAE
NVAE
Probabilistic Autoencoder
RQ-VAE
SQ-VAE
VAEBM
VDVAE
VQDDM
VQGAN
GAN
BlazeStyleGAN
COCO-GAN
INR-GAN
StyelGAN-NADA
R1 Regularization
Etc
Large Model
NLP
Augmentation methods for GAN without leaking
StyleTalk
Diffstride
Study
ML
Rule-based
Computer Vision
Mathmetics
Linear Algebra
Probability & Statistics
Code
DP, DDP
Development
PyTorch
Fold and UnFold
Gradient
JIT
Python
einops
C++
Docker
Blender
Camera & Rendering
Light Modeling
Modeling
Modifier
Shading
Animation
Blender Functions
Sculpting
Baking
Add-ons
Short Cut
ROS
Etc
Server Setting
Soruce code Architecture
Technical
Et cetera
Error Fix
Docker Error
3D Vision a& Machine Perception
Nakkwan's Blog on GitHub
Nakkwan on GitHub
Technical
Experiential knowledge and technology learned during the research and development process