Siqi Liu

According to our database, Siqi Liu authored at least 40 papers between 2014 and 2021.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2021

No Surprises: Training Robust Lung Nodule Detection for Low-Dose CT Scans by Augmenting With Adversarial Attacks.

Siqi Liu, Arnaud Arindra Adiyoso Setio, Florin C. Ghesu, Eli Gibson, Sasa Grbic, Bogdan Georgescu, Dorin Comaniciu

IEEE Trans. Medical Imaging, 2021

Partial Graph Reasoning for Neural Network Regularization.

Tiange Xiang, Chaoyi Zhang, Yang Song, Siqi Liu, Hongliang Yuan, Tom Weidong Cai

CoRR, 2021

Voxel-Wise Cross-Volume Representation Learning for 3D Neuron Reconstruction.

Heng Wang, Chaoyi Zhang, Jianhui Yu, Yang Song, Siqi Liu, Wojciech Chrzanowski, Weidong Cai

Proceedings of the Machine Learning in Medical Imaging - 12th International Workshop, 2021

Single Neuron Segmentation Using Graph-Based Global Reasoning with Auxiliary Skeleton Loss from 3D Optical Microscope Images.

Heng Wang, Yang Song, Chaoyi Zhang, Jianhui Yu, Siqi Liu, Hanchuan Peng, Tom Weidong Cai

Proceedings of the 18th IEEE International Symposium on Biomedical Imaging, 2021

2020

Automated detection and quantification of COVID-19 airspace disease on chest radiographs: A novel approach achieving radiologist-level performance using a CNN trained on digital reconstructed radiographs (DRRs) from CT-based ground-truth.

Eduardo Jose Mortani Barbosa Jr., Warren B. Gefter, Rochelle Yang, Florin C. Ghesu, Siqi Liu, Boris Mailhé, Awais Mansoor, Sasa Grbic, Sebastian Piat, Guillaume Chabin, R. S. Vishwanath, Abishek Balachandran, Sebastian Vogt, Valentin Ziebandt, Steffen Kappler, Dorin Comaniciu

CoRR, 2020

3D Tomographic Pattern Synthesis for Enhancing the Quantification of COVID-19.

Siqi Liu, Bogdan Georgescu, Zhoubing Xu, Youngjin Yoo, Guillaume Chabin, Shikha Chaganti, Sasa Grbic, Sebastian Piat, Brian Teixeira, Abishek Balachandran, Vishwanath RS, Thomas J. Re, Dorin Comaniciu

CoRR, 2020

Quantification of Tomographic Patterns associated with COVID-19 from Chest CT.

Shikha Chaganti, Abishek Balachandran, Guillaume Chabin, Stuart Cohen, Thomas Flohr, Bogdan Georgescu, Philippe Grenier, Sasa Grbic, Siqi Liu, François Mellot, Nicolas Murray, Savvas Nicolaou, William Parker, Thomas J. Re, Pina C. Sanelli, Alexander W. Sauter, Zhoubing Xu, Youngjin Yoo, Valentin Ziebandt, Dorin Comaniciu

CoRR, 2020

Graph Attention Network based Pruning for Reconstructing 3D Liver Vessel Morphology from Contrasted CT Images.

Donghao Zhang, Siqi Liu, Shikha Chaganti, Eli Gibson, Zhoubing Xu, Sasa Grbic, Weidong Cai, Dorin Comaniciu

CoRR, 2020

3D Conditional Adversarial Learning for Synthesizing Microscopic Neuron Image Using Skeleton-to-Neuron Translation.

Zihao Tang, Donghao Zhang, Yang Song, Heng Wang, Dongnan Liu, Chaoyi Zhang, Siqi Liu, Hanchuan Peng, Weidong Cai

Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

2019

Class-Aware Adversarial Lung Nodule Synthesis In CT Images.

Jie Yang, Siqi Liu, Sasa Grbic, Arnaud Arindra Adiyoso Setio, Zhoubing Xu, Eli Gibson, Guillaume Chabin, Bogdan Georgescu, Andrew F. Laine, Dorin Comaniciu

Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

Segmenting Neuronal Structure in 3D Optical Microscope Images via Knowledge Distillation with Teacher-Student Network.

Heng Wang, Donghao Zhang, Yang Song, Siqi Liu, Yue Wang, Dagan Feng, Hanchuan Peng, Weidong Cai

Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019

Multiscale Kernels for Enhanced U-Shaped Network to Improve 3D Neuron Tracing.

Heng Wang, Donghao Zhang, Yang Song, Siqi Liu, Heng Huang, Mei Chen, Hanchuan Peng, Weidong Cai

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

Anisotropic Hybrid Network for Cross-Dimension Transferable Feature Learning in 3D Medical Images.

Siqi Liu, Daguang Xu, Shaohua Kevin Zhou, Sasa Grbic, Weidong Cai, Dorin Comaniciu

Proceedings of the Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics, 2019

2018

Automated 3-D Neuron Tracing With Precise Branch Erasing and Confidence Controlled Back Tracking.

Siqi Liu, Donghao Zhang, Yang Song, Hanchuan Peng, Weidong Cai

IEEE Trans. Medical Imaging, 2018

Automated 3D Soma Segmentation with Morphological Surface Evolution for Neuron Reconstruction.

Donghao Zhang, Siqi Liu, Yang Song, Dagan Feng, Hanchuan Peng, Weidong Cai

Neuroinformatics, 2018

Decompose to manipulate: Manipulable Object Synthesis in 3D Medical Images with Structured Image Decomposition.

Siqi Liu, Eli Gibson, Sasa Grbic, Zhoubing Xu, Arnaud Arindra Adiyoso Setio, Jie Yang, Bogdan Georgescu, Dorin Comaniciu

CoRR, 2018

Panoptic Segmentation with an End-to-End Cell R-CNN for Pathology Image Analysis.

Donghao Zhang, Yang Song, Dongnan Liu, Haozhe Jia, Siqi Liu, Yong Xia, Heng Huang, Weidong Cai

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018

3D Anisotropic Hybrid Network: Transferring Convolutional Features from 2D Images to 3D Anisotropic Volumes.

Siqi Liu, Daguang Xu, Shaohua Kevin Zhou, Olivier Pauly, Sasa Grbic, Thomas Mertelmeier, Julia Wicklein, Anna K. Jerebko, Weidong Cai, Dorin Comaniciu

Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018

Nuclei instance segmentation with dual contour-enhanced adversarial network.

Donghao Zhang, Yang Song, Siqi Liu, Dagan Feng, Yue Wang, Weidong Cai

Proceedings of the 15th IEEE International Symposium on Biomedical Imaging, 2018

Densely Connected Large Kernel Convolutional Network for Semantic Membrane Segmentation in Microscopy Images.

Dongnan Liu, Donghao Zhang, Siqi Liu, Yang Song, Haozhe Jia, Dagan Feng, Yong Xia, Weidong Cai

Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Memory and Time Efficient 3D Neuron Morphology Tracing in Large-Scale Images.

Heng Wang, Donghao Zhang, Yang Song, Siqi Liu, Rong Gao, Hanchuan Peng, Weidong Cai

Proceedings of the 2018 Digital Image Computing: Techniques and Applications, 2018

Learning to Recognize Abnormalities in Chest X-Rays with Location-Aware Dense Networks.

Sebastian Gündel, Sasa Grbic, Bogdan Georgescu, Siqi Liu, Andreas Maier, Dorin Comaniciu

Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2018

2017

Automating the Reconstruction of Neuron Morphological Models: the Rivulet Algorithm Suite.

Siqi Liu

PhD thesis, 2017

Triple-Crossing 2.5D Convolutional Neural Network for Detecting Neuronal Arbours in 3D Microscopic Images.

Siqi Liu, Donghao Zhang, Yang Song, Hanchuan Peng, Weidong Cai

Proceedings of the Machine Learning in Medical Imaging - 8th International Workshop, 2017

Automatic 3D Single Neuron Reconstruction with Exhaustive Tracing.

Zihao Tang, Donghao Zhang, Siqi Liu, Yang Song, Hanchuan Peng, Weidong Cai

Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

2016

Pairwise Latent Semantic Association for Similarity Computation in Medical Imaging.

Fan Zhang, Yang Song, Weidong Cai, Sidong Liu, Siqi Liu, Sonia Pujol, Ron Kikinis, Yong Xia, Michael J. Fulham, David Dagan Feng

IEEE Trans. Biomed. Eng., 2016

Rivulet: 3D Neuron Morphology Tracing with Iterative Back-Tracking.

Siqi Liu, Donghao Zhang, Sidong Liu, Dagan Feng, Hanchuan Peng, Weidong Cai

Neuroinformatics, 2016

Reconstruction of 3D neuron morphology using Rivulet back-tracking.

Donghao Zhang, Siqi Liu, Sidong Liu, Dagan Feng, Hanchuan Peng, Weidong Cai

Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

2015

Multimodal Neuroimaging Feature Learning for Multiclass Diagnosis of Alzheimer's Disease.

Siqi Liu, Sidong Liu, Weidong Cai, Hangyu Che, Sonia Pujol, Ron Kikinis, Dagan Feng, Michael J. Fulham

IEEE Trans. Biomed. Eng., 2015

Morphometry-Based Longitudinal Neurodegeneration Simulation with MR Imaging.

Siqi Liu, Sidong Liu, Sonia Pujol, Ron Kikinis, Dagan Feng, Michael J. Fulham, Weidong Cai

CoRR, 2015

Multimodal neuroimaging computing: the workflows, methods, and platforms.

Sidong Liu, Weidong Cai, Siqi Liu, Fan Zhang, Michael J. Fulham, Dagan Feng, Sonia Pujol, Ron Kikinis

Brain Informatics, 2015

Multimodal neuroimaging computing: a review of the applications in neuropsychiatric disorders.

Sidong Liu, Weidong Cai, Siqi Liu, Fan Zhang, Michael J. Fulham, Dagan Feng, Sonia Pujol, Ron Kikinis

Brain Informatics, 2015

Motion Representation of Ciliated Cell Images with Contour-Alignment for Automated CBF Estimation.

Fan Zhang, Yang Song, Siqi Liu, Paul M. Young, Daniela Traini, Lucy Morgan, Hui-Xin Ong, Lachlan Buddle, Sidong Liu, David Dagan Feng, Tom Weidong Cai

Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015 - 18th International Conference Munich, Germany, October 5, 2015

Longitudinal brain MR retrieval with diffeomorphic demons registration: What happened to those patients with similar changes?

Siqi Liu, Sidong Liu, Fan Zhang, Tom Weidong Cai, Sonia Pujol, Ron Kikinis, David Dagan Feng

Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015

Subject-centered multi-view feature fusion for neuroimaging retrieval and classification.

Sidong Liu, Tom Weidong Cai, Siqi Liu, Sonia Pujol, Ron Kikinis, David Dagan Feng

Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

Content-Based Retrieval of Brain Diffusion Magnetic Resonance Image.

Siqi Liu, Nur Hadi, Sidong Liu, Sonia Pujol, Ron Kikinis, Fan Zhang, Dagan Feng, Weidong Cai

Proceedings of the Multimodal Retrieval in the Medical Domain, 2015

Ranking-Based Vocabulary Pruning in Bag-of-Features for Image Retrieval.

Fan Zhang, Yang Song, Tom Weidong Cai, Alexander G. Hauptmann, Sidong Liu, Siqi Liu, David Dagan Feng, Mei Chen

Proceedings of the Artificial Life and Computational Intelligence, 2015

Multi-Phase Feature Representation Learning for Neurodegenerative Disease Diagnosis.

Siqi Liu, Sidong Liu, Tom Weidong Cai, Sonia Pujol, Ron Kikinis, David Dagan Feng

Proceedings of the Artificial Life and Computational Intelligence, 2015

2014

Early diagnosis of Alzheimer's disease with deep learning.

Siqi Liu, Sidong Liu, Weidong Cai, Sonia Pujol, Ron Kikinis, Dagan Feng

Proceedings of the IEEE 11th International Symposium on Biomedical Imaging, 2014

Propagation graph fusion for multi-modal medical content-based retrieval.

Sidong Liu, Siqi Liu, Sonia Pujol, Ron Kikinis, Dagan Feng, Weidong Cai

Proceedings of the 13th International Conference on Control Automation Robotics & Vision, 2014