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Paper-Reading-Group

List shared papers in our group

Date Speaker Paper source Title Code
2019.10.16 郭栋 CVPR2019 Generating Classification Weights with GNN Denoising Autoencoders for Few-Shot Learning Pytorch
2019.10.16 刘保森 CVPR2019 RL-GAN-Net: A Reinforcement Learning Agent Controlled GAN Network for Real-Time Point Cloud Shape Completion
2019.10.23 梅昊陈 MICCAI 1.Improved Inference via Deep Input Transfer 2.Pick-and-Learn: Automatic Quality Evaluation for Noisy-Labeled Image Segmentation
2019.10.23 雷文辉 MICCAI2019 Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory and Practice
2019.10.30 王璐 MICCAI2019 ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image Segmentation Pytorch
2019.10.30 郭栋 MICCAI2019 Pairwise Semantic Segmentation via Conjugate Fully Convolutional Network
2019.11.06 刘保森 ICCV2019 SinGAN: Learning a Generative Model from a Single Natural Image Pytorch
2019.11.06
2019.11.13 许伟 ICCV2019 HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation
2019.11.13 向东海 ICCV2019 Cross View Fusion for 3D Human Pose Estimation Pytorch
2019.11.20
2019.11.20 付浩 ICCV2019 Recursive Cascaded Networks for Unsupervised Medical Image Registration Tensorflow
2019.11.27 顾然 TMI2019 Boundary-weighted Domain Adaptive Neural Network for Prostate MR Image Segmentation
2019.11.27 罗祥德 TMI2019 A 3D Spatially-Weighted Network for Segmentation of Brain Tissue from MRI
2019.12.04 王欢 TMI/Neurocomputing Recalibrating Fully Convolutional Networks with Spatial and Channel ‘Squeeze & Excitation’ Blocks
2019.12.04 付浩 TMI Progressively trained convolutional neural networks for deformable image registration
2019.12.11 雷文辉 MedIA Self-supervised learning for medical image analysis using image context restoration
2019.12.11 王璐 TMI Retinal Image Synthesis and Semi-Supervised Learning for Glaucoma Assessment
2019.12.18 许伟 TPAMI 3D Human Pose Machines with Self-supervised Learning Tensorflow
2019.12.18 向东海 {IEEE} Trans.Mutimedia Multi-Person Pose Estimation Using Bounding Box Constraint and LSTM
2019.12.25 刘保森 TPAMI Multi-Scale Deep Reinforcement Learning for Real-Time 3D-Landmark Detection in CT Scans
2020.01.08 梅昊陈 TPAMI Semi-Supervised Semantic Segmentation with High- and Low-level Consistency Pytorch
2020.05.27 顾然 TMI Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation TensorFlow
2020.05.27 郭栋 CVPR2020 Reusing Discriminators for Encoding: Towards Unsupervised Image-to-Image Translation PyTorch
2020.06.03 王欢 Submitted to TMI Synergistic Learning of Lung Lobe Segmentationand Hierarchical Multi-Instance Classification forAutomated Severity Assessment of COVID-19 inCT Images
2020.06.03 雷文辉 TMI HyperDense-Net: A Hyper-Densely Connected CNN for Multi-Modal Image Segmentation Pytorch
2020.06.10 梅昊陈 TMI Inf-Net: Automatic COVID-19 Lung Infection Segmentation from CT Images Pytorch
2020.06.10 付浩 Neural Networks Learning deformable registration of medical images with anatomical constraints Tensorflow
2020.06.17 许伟 CVPR2020 HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation Pytorch
2020.06.17 向东海 CVPR2020 VIBE: Video Inference for Human Body Pose and Shape Estimation Tensorflow
2020.06.24 刘保森 TPAMI End-to-end Active Object Tracking and Its Real-world Deployment via Reinforcement Learning
2020.07.01 顾然 nature machine intelligence A shallow convolutional neural network predicts prognosis of lung cancer patients in multi-institutional computed tomography image datasets Python
2020.07.01 王璐 nature machine intelligence Augmenting Vascular Disease Diagnosis by Vasculature-aware Unsupervised Learning
2020.07.08 雷文辉 Nature machine intelligence Predicting tumour mutational burden from histopathological images using multiscale deep learning
2020.07.08 郭栋 Nature machine intelligenceWhich Contrast Does Matter? Towards a Deep Understanding of MR Contrast using Collaborative GAN
2020.07.15 梅昊陈 MIDL 1. Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision 2. Mutual information deep regularization for semi-supervised segmentation
2020.07.15 付浩 MIDL 1. Uncertainty-Aware Training of Neural Networks for Selective Medical Image Segmentation 2. A Cross-Stitch Architecture for Joint Registration and Segmentation in Adaptive Radiotherapy
2020.07.22 王欢 CVPR2020 Learning Dynamic Routing for Semantic Segmentation
2020.07.22 罗祥德 CVPR2020 Structure Boundary Preserving Segmentation for Medical Imagewith Ambiguous Boundary
2020.07.29 许伟 CVPR2020 PandaNet: Anchor-Based Single-Shot Multi-Person 3D Pose Estimation
2020.07.29 向东海 CVPR2020 Compressed Volumetric Heatmaps for Multi-Person 3D Pose Estimation Pytorch
2020.08.05 刘保森 ECCV2020 BorderDet: Border Feature for Dense Object Detection Pytorch
2020.08.05 王璐 ECCV2020 Unsupervised Sketch-to-Photo Synthesis
2020.08.12 雷文辉 CVPR2020 Organ at Risk Segmentation for Head and Neck Cancer Using Stratified Learning and Neural Architecture Search
2020.08.12 郭栋 CVPR2020 MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks
2020.08.19 顾然 CVPR2020 Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision Pytorch
2020.08.19 王欢 CVPR2020 Squeeze-and-Attention Networks for Semantic Segmentation
2020.08.19 王欢 CVPR2020 Dynamic Convolution: Attention over Convolution Kernels
2020.08.19 王欢 CVPR2020 ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks
2020.09.02 梅昊陈 ECCV2020 Semi-Supervised Segmentation based on Error-Correcting Supervision
2020.09.02 付浩 CVPR2020 CascadePSP: Toward Class-Agnostic and Very High-Resolution Segmentationvia Global and Local Refinement Pytorch
2020.09.30 向东海 ICCV2019 A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image Pytorch
2020.10.14 杨硕崛 郭栋 MIA Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation
2020.10.21 赵乾飞 雷文辉 TMI Knowledge-based Collaborative Deep Learning for Benign-Malignant Lung Nodule Classification on Chest CT
2020.10.28 董桂铭 罗祥德 Arxiv Thickened 2D Networks for Efficient 3D Medical Image Segmentation
2020.11.04 翟书唯 TPAMI Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning
2020.11.11 许伟 CVPR2020 GaitPart: Temporal Part-Based Model for Gait Recognition PyTorch
2020.11.11 付浩 MICCAI2020 Semantic Hierarchy Guided Registration Networks for Intra-subject Pulmonary CT Image Alignment
2020.11.11 付浩 MICCAI2020 Large Deformation Diffeomorphic Image Registration with Laplacian Pyramid Networks
2020.11.11 付浩 MICCAI2020 Unsupervised Learning Model for Registration of Multi-phase Ultra-Widefield Fluorescein Angiography
2020.11.18 王欢 MICCAI2020 Cascaded Robust Learning at Imperfect Labels for Chest X-ray Segmentation
2020.11.18 王欢 MICCAI2020 Robust Medical Image Segmentation from Non-expert Annotations with Tri-network
2020.11.18 王璐 MICCAI2020 Lesion Mask-Based Simultaneous Synthesis of Anatomic and Molecular MR Images Using a GAN
2020.11.18 王璐 MICCAI2020 AGAN: An Anatomy Corrector Conditional Generative Adversarial Network
2020.11.18 王璐 MICCAI2020 Graded Image Generation Using Stratified CycleGAN
2020.11.25 向东海 Arxiv Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder
2020.11.25 向东海 ECCV2020 JGR-P2O: Joint Graph Reasoning based Pixel-to-Offset Prediction Network for 3D Hand Pose Estimation from a Single Depth Image
2020.11.25 郭栋 MICCAI2020 Joint Neuroimage Synthesis and Representation Learning for Conversion Prediction of Subjective Cognitive Decline
2020.11.25 郭栋 MICCAI2020 Brain MR to PET Synthesis via Bidirectional Generative Adversarial Network
2020.12.09 翟书唯 王欢 TMI Post-DAE: Anatomically Plausible Segmentation via Post-Processing With Denoising Autoencoders
2020.12.16 雷文辉 赵乾飞 MedIA ‘Squeeze & excite’ guided few-shot segmentation of volumetric images
2020.12.23 杨硕崛 罗祥德 ECCV2020 End-to-End Object Detection with Transformers
2020.12.30 董桂铭 王璐 TMI Multi-Domain Image Completion for Random Missing Input Data
2021.01.06 向东海 许伟 TPAMI2020 3D Hand Pose Estimation Using Synthetic Data and Weakly Labeled RGB Images

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MICS-Lecture-Share

MICS online academic lectures

Date Speaker Title Video
2020.01.07 高跃 Hypergraph Learning and its Applications Bilibili
2020.02.18 刘士远、史河水、沈定刚等 新冠肺炎影像诊断及AI系统进展 Bilibili
2020.03.13 黄昆 计算病理与基因组学数据的整合分析（计算病理专题报告之二） Bilibili
2020.03.31 牛海军 超声在生物组织力学特性测量方面的应用 Bilibili
2020.04.14 刘日升 优化观点下的深度学习及其在医学影像领域中的应用 Bilibili
2020.04.28 窦琪 深度学习在医学图像分割中的模型泛化性能研究 Bilibili
2020.05.14 沈定刚、刘天明、郑国焱等 Imaging AI based Management of COVID-19 Webinar Series Bilibili
2020.06.02 夏勇 医学影像小数据深度学习 Bilibili
2020.06.16 唐晓颖 高度形变微分同胚度量映射及其在神经影像和计算机视觉中的应用 Bilibili
2020.06.30 高飞 光声成像：硬件系统启发的算法设计 Bilibili
2020.07.18-19 MICS 第七届医学图像计算青年研讨会 blibili
2020.07.30 柏文佳 机器学习在心脏图像分析中的应用 Blibili
2020.08.11 郭翌 基于深度学习的超声影像超分辨率重建及分析方法 Blibili
2020.08.25 秦宸 机器学习在核磁共振图像重构及分析中的研究 Blibili
2020.09.08 何旭明 关于图像语义分割和对齐问题中的弱监督策略 Blibili
2020.09.22 高盛华 Encoding Structure-Texture Relation with P-Net for Anomaly Detection in Retinal Images Blibili

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