Search Results - "Richard Chen"
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1
Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training
Published in IEEE transactions on medical imaging (01-12-2018)“…To realize the full potential of deep learning for medical imaging, large annotated datasets are required for training. Such datasets are difficult to acquire…”
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2
Retrieval of Permafrost Active Layer Properties Using Time-Series P-Band Radar Observations
Published in IEEE transactions on geoscience and remote sensing (01-08-2019)“…We propose a method to estimate the active layer properties, including soil dielectric profiles and active layer thickness (ALT), in permafrost regions using…”
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3
Ultrafast Tracking of Exciton and Charge Carrier Transport in Optoelectronic Materials on the Nanometer Scale
Published in The journal of physical chemistry letters (07-11-2019)“…We present a novel optical transient absorption and reflection microscope based on a diffraction-limited pump pulse in combination with a wide-field probe…”
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4
Long-range ballistic propagation of carriers in methylammonium lead iodide perovskite thin films
Published in Nature physics (01-02-2020)“…The performance of semiconductor devices is fundamentally governed by charge-carrier dynamics within the active materials 1 – 6 . Although advances have been…”
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Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis
Published in IEEE transactions on medical imaging (01-04-2022)“…Cancer diagnosis, prognosis, mymargin and therapeutic response predictions are based on morphological information from histology slides and molecular profiles…”
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6
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification
Published in 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (01-01-2021)“…The recently developed vision transformer (ViT) has achieved promising results on image classification compared to convolutional neural networks. Inspired by…”
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Conference Proceeding -
7
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology Images
Published in IEEE transactions on medical imaging (01-11-2020)“…Nuclei mymargin segmentation is a fundamental task for various computational pathology applications including nuclei morphology analysis, cell type…”
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8
Exciton–Phonon Interactions Govern Charge-Transfer-State Dynamics in CdSe/CdTe Two-Dimensional Colloidal Heterostructures
Published in Journal of the American Chemical Society (31-10-2018)“…CdSe/CdTe core–crown type-II nanoplatelet heterostructures are two-dimensional semiconductors that have attracted interest for use in light-emitting…”
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9
Federated learning for computational pathology on gigapixel whole slide images
Published in Medical image analysis (01-02-2022)“…•We present the first large-scale application of privacy-preserving federated learning to weakly supervised computational pathology on gigapixel whole slide…”
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10
Femtosecond Transient Absorption Microscopy of Singlet Exciton Motion in Side-Chain Engineered Perylene-Diimide Thin Films
Published in The journal of physical chemistry. A, Molecules, spectroscopy, kinetics, environment, & general theory (02-04-2020)“…We present a statistical analysis of femtosecond transient absorption microscopy applied to four different organic semiconductor thin films based on…”
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11
Data-efficient and weakly supervised computational pathology on whole-slide images
Published in Nature biomedical engineering (01-06-2021)“…Deep-learning methods for computational pathology require either manual annotation of gigapixel whole-slide images (WSIs) or large datasets of WSIs with…”
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12
Fuzzy Dark Matter and the 21 cm Power Spectrum
Published in The Astrophysical journal (01-05-2021)“…We model the 21 cm power spectrum across the Cosmic Dawn and the Epoch of Reionization (EoR) in fuzzy dark matter (FDM) cosmologies. The suppression of…”
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13
Synthetic data in machine learning for medicine and healthcare
Published in Nature biomedical engineering (01-06-2021)“…The proliferation of synthetic data in artificial intelligence for medicine and healthcare raises concerns about the vulnerabilities of the software and the…”
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14
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01-06-2022)“…Vision Transformers (ViTs) and their multi-scale and hierarchical variations have been successful at capturing image representations but their use has been…”
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Conference Proceeding -
15
Artificial intelligence for multimodal data integration in oncology
Published in Cancer cell (10-10-2022)“…In oncology, the patient state is characterized by a whole spectrum of modalities, ranging from radiology, histology, and genomics to electronic health…”
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16
Reducing Qubit Requirements for Quantum Simulations Using Molecular Point Group Symmetries
Published in Journal of chemical theory and computation (13-10-2020)“…Simulating molecules is believed to be one of the early stage applications for quantum computers. Current state-of-the-art quantum computers are limited in…”
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17
Pan-cancer integrative histology-genomic analysis via multimodal deep learning
Published in Cancer cell (08-08-2022)“…The rapidly emerging field of computational pathology has demonstrated promise in developing objective prognostic models from histology images. However, most…”
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18
Efficient Uncertainty Quantification in Stochastic Economic Dispatch
Published in IEEE transactions on power systems (01-07-2017)“…Stochastic economic dispatch models address uncertainties in forecasts of renewable generation output by considering a finite number of realizations drawn from…”
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19
Task activations produce spurious but systematic inflation of task functional connectivity estimates
Published in NeuroImage (Orlando, Fla.) (01-04-2019)“…Most neuroscientific studies have focused on task-evoked activations (activity amplitudes at specific brain locations), providing limited insight into the…”
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20
All-Optical Detection of Neuronal Membrane Depolarization in Live Cells Using Colloidal Quantum Dots
Published in Nano letters (11-12-2019)“…Luminescent semiconductor quantum dots (QDs) have recently been suggested as novel probes for imaging and sensing cell membrane voltages. However, a key…”
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