Francis Chen's Projects
[TMI'22] Personalized Retrogress-Resilient Federated Learning Towards Imbalanced Medical Data
The source code of 'Diagnose Like A Pathologist: Weakly-Supervised Pathologist-Tree Network for Slide-Level Immunohistochemical Scoring' (AAAI 2021).
load caffe prototxt and weights directly in pytorch
95.16% on CIFAR10 with PyTorch
Pytorch implementation of convolutional neural network visualization techniques
Distributed Deep Reinforcement Learning with pytorch & tensorboard
PyTorch implementation of Full Resolution Image Compression with Recurrent Neural Networks
Compare neural networks by their feature similarity
Cheap distillation for convolutional neural networks.
Fast and differentiable MS-SSIM and SSIM for pytorch.
Base pretrained models and datasets in pytorch (MNIST, SVHN, CIFAR10, CIFAR100, STL10, AlexNet, VGG16, VGG19, ResNet, Inception, SqueezeNet)
PyTorch Implementation of [1611.06440] Pruning Convolutional Neural Networks for Resource Efficient Inference
RL & Pytorch
Learning Efficient Convolutional Networks through Network Slimming, In ICCV 2017.
Collection of Super-Resolution models via PyTorch
PyTorch template project
PyTorch Tutorial for Deep Learning Researchers
Tiny PyTorch library for maintaining a moving average of a collection of parameters.
A short tutorial on performing fine tuning or transfer learning in PyTorch.
PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST/ImageNet
PyTorch implementation of AlexNet
Simple PyTorch Tutorials Zero to ALL!
Implementation of: "Exploring Randomly Wired Neural Networks for Image Recognition"
ShuffleNet in PyTorch. Based on https://arxiv.org/abs/1707.01083
A collection of high-impact and state-of-the-art SR methods
Complementary Network with Adaptive Receptive Fields for Melanoma Segmentation, ISBI 2020
Learning Efficient Convolutional Networks through Network Slimming, In ICCV 2017.
An implementation of the Spearman's Rank Correlation Coefficient in python
The source code of 'Super-Resolution Enhanced Medical Image Diagnosis with Sample Affinity Interaction' (TMI 2021).