Zijian Du's repositories
SUOD
(MLSys' 21) An Acceleration System for Large-scare Unsupervised Heterogeneous Outlier Detection (Anomaly Detection)
encoder4editing
Official implementation of "Designing an Encoder for StyleGAN Image Manipulation" (SIGGRAPH 2021) https://arxiv.org/abs/2102.02766
Universal-Guided-Diffusion
guiding diffusion models for generation with various vision tasks as prompt
EnlightenGAN
[IEEE TIP] "EnlightenGAN: Deep Light Enhancement without Paired Supervision" by Yifan Jiang, Xinyu Gong, Ding Liu, Yu Cheng, Chen Fang, Xiaohui Shen, Jianchao Yang, Pan Zhou, Zhangyang Wang
anomaly-detection-resources
Anomaly detection related books, papers, videos, and toolboxes
stylegan
StyleGAN - Official TensorFlow Implementation
Diffusion-Models-in-Vision-A-Survey
This repository categorizes the papers about diffusion models applied in computer vision according to their target task. The classifcation is based on our survey: https://arxiv.org/abs/2209.04747v1
stylegan2
StyleGAN2 - Official TensorFlow Implementation
python-guide
Python best practices guidebook, written for humans.
SDEdit
PyTorch implementation for SDEdit: Image Synthesis and Editing with Stochastic Differential Equations
ncsn
Noise Conditional Score Networks (NeurIPS 2019, Oral)
ISP-Guide
Image Signal Processing (ISP) Guide
novelty-detection
Latent space autoregression for novelty detection for sequential time series data
ganlab
GAN Lab: An Interactive, Visual Experimentation Tool for Generative Adversarial Networks
Deep-SVDD-PyTorch
A PyTorch implementation of the Deep SVDD anomaly detection method
Deep-SAD-PyTorch
A PyTorch implementation of Deep SAD, a deep Semi-supervised Anomaly Detection method.
ffhq-dataset
Flickr-Faces-HQ Dataset (FFHQ)
ddim
Denoising Diffusion Implicit Models
GAAL-based-outlier-detection
GAAL-based Outlier Detection
kornia
Open Source Differentiable Computer Vision Library
Kalman-and-Bayesian-Filters-in-Python
Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.
Out-Of-Distribution-Literature-Survey
The Official Repository for "Generalized OOD Detection: A Survey"
3d_photo_stylization
3D Photo Stylization
PWC-Net
PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume, CVPR 2018 (Oral)
CM-GAN-Inpainting
CM-GAN for Image Inpainting
memae-anomaly-detection
MemAE for anomaly detection. -- Gong, Dong, et al. "Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection". ICCV 2019.
Awesome-Deblurring
A curated list of resources for Image and Video Deblurring