MultiMix: Sparingly Supervised, Extreme Multitask Learning From Medical Images

All about domain generalization

A web app for ranking computer science departments according to their research output in selective venues.

[AAAI'19] Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation

[TMI'18] Workflow Recognition from Surgical Videos using Recurrent Convolutional Network, winner algorithm at MICCAI'16 M2CAI challenge

[NeurIPS'19] Domain Generalization via Model-Agnostic Learning of Semantic Features

An Open Source Machine Learning Framework for Everyone

[MICCAI'19] Incorporating Temporal Prior from Motion Flow for Instrument Segmentation in Minimally Invasive Surgery Video

My solutions to Kevin Murphy Machine Learning Book

[TMI'18] H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes (LiTS Challenge)

Implementation of triplet loss in TensorFlow

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

Meta Learning / Learning to Learn / One Shot Learning / Few Shot Learning

Everything about Transfer Learning and Domain Adaptation--迁移学习

Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.