Zijian Du's repositories
mmsegmentation
OpenMMLab Semantic Segmentation Toolbox and Benchmark.
Machine-Learning-Algorithms-from-Scratch
Implementing machine learning algorithms from scratch.
Pytorch-UNet
PyTorch implementation of the U-Net for image semantic segmentation with high quality images
models
Models and examples built with TensorFlow
Detectron
FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.
tqdm
A Fast, Extensible Progress Bar for Python and CLI
class-balanced-loss
Class-Balanced Loss Based on Effective Number of Samples. CVPR 2019
yolact
A simple, fully convolutional model for real-time instance segmentation.
HRNet-Semantic-Segmentation
The OCR approach is rephrased as Segmentation Transformer: https://arxiv.org/abs/1909.11065. This is an official implementation of semantic segmentation for HRNet. https://arxiv.org/abs/1908.07919
SSD
SSD: A Unified Framework for Self-Supervised Outlier Detection [ICLR 2021]
pytorchviz
A small package to create visualizations of PyTorch execution graphs
SpatialEmbeddings
Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering Bandwidth
practical-pytorch
Go to https://github.com/pytorch/tutorials - this repo is deprecated and no longer maintained
ncsnv2
The official PyTorch implementation for NCSNv2 (NeurIPS 2020)
centermask2
CenterMask : Real-time Anchor-Free Instance Segmentation, in CVPR 2020
system_design
Preparation links and resources for system design questions
EfficientPS
PyTorch code for training EfficientPS for Panoptic Segmentation https://rl.uni-freiburg.de/research/panoptic
gandissect
Pytorch-based tools for visualizing and understanding the neurons of a GAN. https://gandissect.csail.mit.edu/
PanopticFCN
Fully Convolutional Networks for Panoptic Segmentation (CVPR2021 Oral)
boundary-iou-api
Boundary IoU API (Beta version)
julia
The Julia Programming Language
RefineContourNet
Results of the paper "Object Contour and Edge Detection with RefineContourNet"
panoptic-deeplab
This is Pytorch re-implementation of our CVPR 2020 paper "Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation" (https://arxiv.org/abs/1911.10194)
DPIR
Deep Plug-and-Play Image Restoration (PyTorch)
KAIR
Image Restoration Toolbox (PyTorch). Training and testing codes for USRNet, DnCNN, FFDNet, SRMD, DPSR, MSRResNet, ESRGAN, IMDN
seq2seq
A general-purpose encoder-decoder framework for Tensorflow
DPSR
Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels (CVPR, 2019) (PyTorch)
awesome-panoptic-segmentation
Panoptic Segmentation Resources List