Qi Dou
carrenD
Medical Image Analysis, Machine Learning, Surgical Data Science, Robotics.
Languages
Top Repositories
[IJCAI'18] Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss (code&data)
[TMI'20] Unpaired Multi-modal Segmentation via Knowledge Distillation
[IJHCS'19] Webthetics: Webpage Aesthetics Quantification with Deep Learning
[AAAI'19] Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation
[NeurIPS'19] Domain Generalization via Model-Agnostic Learning of Semantic Features
All about domain generalization
Repositories
19[IJCAI'18] Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss (code&data)
[TMI'20] Unpaired Multi-modal Segmentation via Knowledge Distillation
Everything about Transfer Learning and Domain Adaptation--迁移学习
[IJHCS'19] Webthetics: Webpage Aesthetics Quantification with Deep Learning
[AAAI'19] Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation
[TMI'18] H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT Volumes (LiTS Challenge)
All about domain generalization
Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.
[NeurIPS'19] Domain Generalization via Model-Agnostic Learning of Semantic Features
[TMI'18] Workflow Recognition from Surgical Videos using Recurrent Convolutional Network, winner algorithm at MICCAI'16 M2CAI challenge
A web app for ranking computer science departments according to their research output in selective venues.
MultiMix: Sparingly Supervised, Extreme Multitask Learning From Medical Images
Meta Learning / Learning to Learn / One Shot Learning / Few Shot Learning
An Open Source Machine Learning Framework for Everyone
My solutions to Kevin Murphy Machine Learning Book
[MICCAI'19] Incorporating Temporal Prior from Motion Flow for Instrument Segmentation in Minimally Invasive Surgery Video
No description provided.
Implementation of triplet loss in TensorFlow
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.