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ORCIDAshnil Kumar
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2020 – today
- 2022
[j25]Joyce Zhanzi Wang
, Jonathon Lillia, Ashnil Kumar, Paula Bray, Jinman Kim, Joshua Burns, Tegan L. Cheng:
Clinical applications of machine learning in predicting 3D shapes of the human body: a systematic review. BMC Bioinform. 23(1): 431 (2022)- [j24]Xiaohang Fu, Lei Bi, Ashnil Kumar, Michael J. Fulham, Jinman Kim:
An attention-enhanced cross-task network to analyse lung nodule attributes in CT images. Pattern Recognit. 126: 108576 (2022) - [j23]Xiaohang Fu, Lei Bi, Ashnil Kumar, Michael J. Fulham, Jinman Kim:
Graph-Based Intercategory and Intermodality Network for Multilabel Classification and Melanoma Diagnosis of Skin Lesions in Dermoscopy and Clinical Images. IEEE Trans. Medical Imaging 41(11): 3266-3277 (2022) - 2021
- [j22]Xiaohang Fu, Lei Bi, Ashnil Kumar, Michael J. Fulham, Jinman Kim:
Multimodal Spatial Attention Module for Targeting Multimodal PET-CT Lung Tumor Segmentation. IEEE J. Biomed. Health Informatics 25(9): 3507-3516 (2021) - [i14]Xiaohang Fu, Lei Bi, Ashnil Kumar, Michael J. Fulham, Jinman Kim:
Attention-Enhanced Cross-Task Network for Analysing Multiple Attributes of Lung Nodules in CT. CoRR abs/2103.03931 (2021) - [i13]Xiaohang Fu, Lei Bi, Ashnil Kumar, Michael J. Fulham, Jinman Kim:
Graph-Based Intercategory and Intermodality Network for Multilabel Classification and Melanoma Diagnosis of Skin Lesions in Dermoscopy and Clinical Images. CoRR abs/2104.00201 (2021) - [i12]Yige Peng, Lei Bi, Ashnil Kumar, Michael J. Fulham, Dagan Feng, Jinman Kim:
Predicting Distant Metastases in Soft-Tissue Sarcomas from PET-CT scans using Constrained Hierarchical Multi-Modality Feature Learning. CoRR abs/2104.11416 (2021) - [i11]Kai-Chieh Liang, Lei Bi, Ashnil Kumar, Michael J. Fulham, Jinman Kim:
Spatio-Temporal Dual-Stream Neural Network for Sequential Whole-Body PET Segmentation. CoRR abs/2106.04961 (2021) - 2020
- [j21]Ashnil Kumar, Michael J. Fulham, Dagan Feng, Jinman Kim:
Co-Learning Feature Fusion Maps From PET-CT Images of Lung Cancer. IEEE Trans. Medical Imaging 39(1): 204-217 (2020) - [j20]Euijoon Ahn, Ashnil Kumar, Michael J. Fulham, Dagan Feng, Jinman Kim:
Unsupervised Domain Adaptation to Classify Medical Images Using Zero-Bias Convolutional Auto-Encoders and Context-Based Feature Augmentation. IEEE Trans. Medical Imaging 39(7): 2385-2394 (2020) - [i10]Xiaohang Fu, Lei Bi, Ashnil Kumar, Michael J. Fulham, Jinman Kim:
Multimodal Spatial Attention Module for Targeting Multimodal PET-CT Lung Tumor Segmentation. CoRR abs/2007.14728 (2020)
2010 – 2019
- 2019
- [j19]Younhyun Jung, Jinman Kim, Lei Bi, Ashnil Kumar, David Dagan Feng, Michael J. Fulham:
A direct volume rendering visualization approach for serial PET-CT scans that preserves anatomical consistency. Int. J. Comput. Assist. Radiol. Surg. 14(5): 733-744 (2019) - [j18]Euijoon Ahn, Ashnil Kumar, Michael J. Fulham, Dagan Feng, Jinman Kim:
Convolutional sparse kernel network for unsupervised medical image analysis. Medical Image Anal. 56: 140-151 (2019) - [j17]Lei Bi, Jinman Kim, Euijoon Ahn, Ashnil Kumar, Dagan Feng, Michael J. Fulham:
Step-wise integration of deep class-specific learning for dermoscopic image segmentation. Pattern Recognit. 85: 78-89 (2019) - [j16]Ha Tran Hong Phan, Ashnil Kumar, David Feng, Michael J. Fulham, Jinman Kim:
Unsupervised Two-Path Neural Network for Cell Event Detection and Classification Using Spatiotemporal Patterns. IEEE Trans. Medical Imaging 38(6): 1477-1487 (2019) - [c23]Son Phung, Ashnil Kumar, Jinman Kim:
A deep learning technique for imputing missing healthcare data. EMBC 2019: 6513-6516 - [c22]Ha Tran Hong Phan, Ashnil Kumar, Dagan Feng, Michael J. Fulham, Jinman Kim:
Optimizing Contextual Feature Learning for Mitosis Detection with Convolutional Recurrent Neural Networks. ISBI 2019: 240-243 - [c21]Euijoon Ahn, Ashnil Kumar, Dagan Feng, Michael J. Fulham, Jinman Kim:
Unsupervised Deep Transfer Feature Learning for Medical Image Classification. ISBI 2019: 1915-1918 - [c20]Yuyu Guo, Lei Bi, Ashnil Kumar, Yue Gao, Ruiyan Zhang, Dagan Feng, Qian Wang, Jinman Kim:
Deep Local-Global Refinement Network for Stent Analysis in IVOCT Images. MICCAI (5) 2019: 539-546 - [i9]Euijoon Ahn, Ashnil Kumar, Dagan Feng, Michael J. Fulham, Jinman Kim:
Unsupervised Deep Transfer Feature Learning for Medical Image Classification. CoRR abs/1903.06342 (2019) - [i8]Euijoon Ahn, Ashnil Kumar, Dagan Feng, Michael J. Fulham, Jinman Kim:
Unsupervised Feature Learning with K-means and An Ensemble of Deep Convolutional Neural Networks for Medical Image Classification. CoRR abs/1906.03359 (2019) - [i7]Ha Tran Hong Phan, Ashnil Kumar, David Feng, Michael J. Fulham, Jinman Kim:
Semi-supervised estimation of event temporal length for cell event detection. CoRR abs/1909.09946 (2019) - 2018
- [j15]Younhyun Jung, Jinman Kim, Ashnil Kumar, David Dagan Feng, Michael J. Fulham:
Feature of Interest-Based Direct Volume Rendering Using Contextual Saliency-Driven Ray Profile Analysis. Comput. Graph. Forum 37(6): 5-19 (2018) - [c19]Tian Xia, Ashnil Kumar, Dagan Feng, Jinman Kim:
Patch-level Tumor Classification in Digital Histopathology Images with Domain Adapted Deep Learning. EMBC 2018: 644-647 - [i6]Euijoon Ahn, Jinman Kim, Ashnil Kumar, Michael J. Fulham, Dagan Feng:
Sparsity-based Convolutional Kernel Network for Unsupervised Medical Image Analysis. CoRR abs/1807.05648 (2018) - [i5]Ashnil Kumar, Michael J. Fulham, Dagan Feng, Jinman Kim:
Co-Learning Feature Fusion Maps from PET-CT Images of Lung Cancer. CoRR abs/1810.02492 (2018) - 2017
- [j14]Lei Bi, Jinman Kim, Ashnil Kumar, Lingfeng Wen, Dagan Feng, Michael J. Fulham:
Automatic detection and classification of regions of FDG uptake in whole-body PET-CT lymphoma studies. Comput. Medical Imaging Graph. 60: 3-10 (2017) - [j13]Lei Bi, Jinman Kim, Euijoon Ahn, Ashnil Kumar, Michael J. Fulham, Dagan Feng:
Dermoscopic Image Segmentation via Multistage Fully Convolutional Networks. IEEE Trans. Biomed. Eng. 64(9): 2065-2074 (2017) - [j12]Ashnil Kumar, Jinman Kim, David Lyndon, Michael J. Fulham, David Dagan Feng:
An Ensemble of Fine-Tuned Convolutional Neural Networks for Medical Image Classification. IEEE J. Biomed. Health Informatics 21(1): 31-40 (2017) - [j11]Pradeeba Sridar, Ashnil Kumar, Changyang Li, Joyce Woo, Ann Quinton, Ron Benzie, Michael J. Peek, Dagan Feng, R. Krishna Kumar, Ralph Nanan, Jinman Kim:
Automatic Measurement of Thalamic Diameter in 2-D Fetal Ultrasound Brain Images Using Shape Prior Constrained Regularized Level Sets. IEEE J. Biomed. Health Informatics 21(4): 1069-1078 (2017) - [j10]Euijoon Ahn, Jinman Kim, Lei Bi, Ashnil Kumar, Changyang Li, Michael J. Fulham, David Dagan Feng:
Saliency-Based Lesion Segmentation Via Background Detection in Dermoscopic Images. IEEE J. Biomed. Health Informatics 21(6): 1685-1693 (2017) - [j9]Lei Bi, Jinman Kim, Ashnil Kumar, Michael J. Fulham, Dagan Feng:
Stacked fully convolutional networks with multi-channel learning: application to medical image segmentation. Vis. Comput. 33(6-8): 1061-1071 (2017) - [j8]Takayuki Itoh, Ashnil Kumar, Karsten Klein, Jinman Kim:
High-dimensional data visualization by interactive construction of low-dimensional parallel coordinate plots. J. Vis. Lang. Comput. 43: 1-13 (2017) - [c18]David Lyndon, Ashnil Kumar, Jinman Kim:
Neural Captioning for the ImageCLEF 2017 Medical Image Challenges. CLEF (Working Notes) 2017 - [c17]Lei Bi, Jinman Kim, Ashnil Kumar, Dagan Feng, Michael J. Fulham:
Synthesis of Positron Emission Tomography (PET) Images via Multi-channel Generative Adversarial Networks (GANs). CMMI/RAMBO/SWITCH@MICCAI 2017: 43-51 - [i4]Lei Bi, Jinman Kim, Ashnil Kumar, Dagan Feng:
Automatic Liver Lesion Detection using Cascaded Deep Residual Networks. CoRR abs/1704.02703 (2017) - [i3]Lei Bi, Jinman Kim, Ashnil Kumar, Dagan Feng, Michael J. Fulham:
Synthesis of Positron Emission Tomography (PET) Images via Multi-channel Generative Adversarial Networks (GANs). CoRR abs/1707.09747 (2017) - [i2]Ha Tran Hong Phan, Ashnil Kumar, David Feng, Michael J. Fulham, Jinman Kim:
An unsupervised long short-term memory neural network for event detection in cell videos. CoRR abs/1709.02081 (2017) - 2016
- [j7]Ashnil Kumar, Shane Dyer, Jinman Kim, Changyang Li, Philip Heng Wai Leong, Michael J. Fulham, Dagan Feng:
Adapting content-based image retrieval techniques for the semantic annotation of medical images. Comput. Medical Imaging Graph. 49: 37-45 (2016) - [j6]Younhyun Jung, Jinman Kim, Ashnil Kumar, David Dagan Feng, Michael J. Fulham:
Efficient visibility-driven medical image visualisation via adaptive binned visibility histogram. Comput. Medical Imaging Graph. 51: 40-49 (2016) - [c16]Younhyun Jung, Jinman Kim, Ashnil Kumar, Michael J. Fulham, David Feng:
An intuitive Sketch-based Transfer Function Design via Contextual and Regional Labelling. CGI (Short Papers) 2016: 73-76 - [c15]Ashnil Kumar, David Lyndon, Jinman Kim, David Feng:
Subfigure and Multi-Label Classification using a Fine-Tuned Convolutional Neural Network. CLEF (Working Notes) 2016: 318-321 - [c14]Ashnil Kumar, Pradeeba Sridar, Ann Quinton, Ramarathnam Krishna Kumar, Dagan Feng, Ralph Nanan, Jinman Kim:
Plane identification in fetal ultrasound images using saliency maps and convolutional neural networks. ISBI 2016: 791-794 - [c13]Euijoon Ahn, Ashnil Kumar, Jinman Kim, ChangYang Li, Dagan Feng, Michael J. Fulham:
X-ray image classification using domain transferred convolutional neural networks and local sparse spatial pyramid. ISBI 2016: 855-858 - [c12]Ha Tran Hong Phan, Ashnil Kumar, Jinman Kim, Dagan Feng:
Transfer learning of a convolutional neural network for HEp-2 cell image classification. ISBI 2016: 1208-1211 - [i1]Takayuki Itoh, Ashnil Kumar, Karsten Klein, Jinman Kim:
High-Dimensional Data Visualization by Interactive Construction of Low-Dimensional Parallel Coordinate Plots. CoRR abs/1609.05268 (2016) - 2015
- [j5]Ashnil Kumar, Falk Nette, Karsten Klein, Michael J. Fulham, Jinman Kim:
A Visual Analytics Approach Using the Exploration of Multidimensional Feature Spaces for Content-Based Medical Image Retrieval. IEEE J. Biomed. Health Informatics 19(5): 1734-1746 (2015) - [c11]David Lyndon, Ashnil Kumar, Jinman Kim, Philip Heng Wai Leong, Dagan Feng:
Convolutional Neural Networks for Medical Clustering. CLEF (Working Notes) 2015 - [c10]David Lyndon, Ashnil Kumar, Jinman Kim, Philip Heng Wai Leong, Dagan Feng:
Convolutional Neural Networks for Subfigure Classification. CLEF (Working Notes) 2015 - 2014
- [j4]Ashnil Kumar, Jinman Kim, Lingfeng Wen, Michael J. Fulham, Dagan Feng:
A graph-based approach for the retrieval of multi-modality medical images. Medical Image Anal. 18(2): 330-342 (2014) - [c9]Ashnil Kumar, Shane Dyer, Changyang Li, Philip Heng Wai Leong, Jinman Kim:
Automatic Annotation of Liver CT Images: the Submission of the BMET Group to ImageCLEFmed 2014. CLEF (Working Notes) 2014: 428-437 - [c8]Ashnil Kumar, Jinman Kim, Michael J. Fulham, David Dagan Feng:
Creating Graph Abstractions for the Interpretation of Combined Functional and Anatomical Medical Images. ED/GViP@Diagrams 2014: 63-72 - [c7]Ashnil Kumar, Jinman Kim, Michael J. Fulham, Dagan Feng:
Efficient PET-CT image retrieval using graphs embedded into a vector space. EMBC 2014: 1901-1904 - 2013
- [b1]Ashnil Kumar:
A graph-based approach for the retrieval of multi-modality medical images. University of Sydney, Australia, 2013 - [j3]Ashnil Kumar, Jinman Kim, Lei Bi, Michael J. Fulham, Dagan Feng:
Designing user interfaces to enhance human interpretation of medical content-based image retrieval: application to PET-CT images. Int. J. Comput. Assist. Radiol. Surg. 8(6): 1003-1014 (2013) - [j2]Liviu Constantinescu, Jinman Kim, Ashnil Kumar, Daiki Haraguchi, Lingfeng Wen, Dagan Feng:
A patient-centric distribution architecture for medical image sharing. Health Inf. Sci. Syst. 1(1): 3 (2013) - [j1]Ashnil Kumar, Jinman Kim, Weidong Cai, Michael J. Fulham, Dagan Feng:
Content-Based Medical Image Retrieval: A Survey of Applications to Multidimensional and Multimodality Data. J. Digit. Imaging 26(6): 1025-1039 (2013) - [c6]Michael de Ridder, Liviu Constantinescu, Lei Bi, Younhyun Jung, Ashnil Kumar, Jinman Kim, David Dagan Feng, Michael J. Fulham:
A web-based medical multimedia visualisation interface for personal health records. CBMS 2013: 191-196 - [c5]Ashnil Kumar, Jinman Kim, Dagan Feng, Michael J. Fulham:
Graph-based retrieval of PET-CT images using vector space embedding. CBMS 2013: 413-416 - [c4]Lei Bi, Jinman Kim, Lingfeng Wen, Ashnil Kumar, Michael J. Fulham, David Dagan Feng:
Cellular automata and anisotropic diffusion filter based interactive tumor segmentation for positron emission tomography. EMBC 2013: 5453-5456 - 2012
- [c3]Ashnil Kumar, Jinman Kim, Dagan Feng, Michael J. Fulham:
Graph-based retrieval of multi-modality medical images: A comparison of representations using simulated images. CBMS 2012: 1-6 - [c2]Ashnil Kumar, Jinman Kim, Lingfeng Wen, Dagan Feng:
A Graph-based approach to the retrieval of volumetric PET-CT lung images. EMBC 2012: 5408-5411 - 2011
- [c1]Daiki Haraguchi, Jinman Kim, Ashnil Kumar, Liviu Constantinescu, Lingfeng Wen, David Dagan Feng:
A web-based image viewer for multiple PET-CT follow-up studies. EMBC 2011: 5279-5282
Coauthor Index
[j25] [j24] [j23] [j22] [i14] [i13] [i12] [i11] [j21] [j20] [i10] [j19] [j18] [j17] [j16] [c23] [c22] [c21] [c20] [i9] [i8] [i7] [j15] [c19] [i6] [i5] [j14] [j13] [j12] [j11] [j10] [j9] [j8] [c18] [c17] [i4] [i3] [i2] [j7] [j6] [c16] [c15] [c14] [c13] [c12] [i1] [j5] [c11] [c10] [j4] [c9] [c8] [c7] [j3] [j2] [j1] [c6] [c5] [c4] [c3] [c2] [c1]
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