Intravitreal ranibizumab (Lucentis®) for the treatment of myopic choroidal neovascularization [PDF]
, 2018 Background: Macular choroidal neovascularization (CNV) is one of the most vision-threatening complications of myopia, which can lead to severe vision loss.
Ambresin, Aude +4 more
core
Learning Disease State from Noisy Ordinal Disease Progression Labels [PDF]
arXivLearning from noisy ordinal labels is a key challenge in medical imaging. In this work, we ask whether ordinal disease progression labels (better, worse, or stable) can be used to learn a representation allowing to classify disease state. For neovascular age-related macular degeneration (nAMD), we cast the problem of modeling disease progression ...
arxiv
Anatomy-guided Pathology Segmentation [PDF]
arXivPathological structures in medical images are typically deviations from the expected anatomy of a patient. While clinicians consider this interplay between anatomy and pathology, recent deep learning algorithms specialize in recognizing either one of the two, rarely considering the patient's body from such a joint perspective. In this paper, we develop
arxiv
CAMP: Continuous and Adaptive Learning Model in Pathology [PDF]
arXivThere exist numerous diagnostic tasks in pathology. Conventional computational pathology formulates and tackles them as independent and individual image classification problems, thereby resulting in computational inefficiency and high costs. To address the challenges, we propose a generic, unified, and universal framework, called a continuous and ...
arxiv
Macrophage microRNA-150 promotes pathological angiogenesis as seen in age-related macular degeneration [PDF]
, 2018 Agarwal +11 more
core +2 more sources
Differential Features of Culprit Intracranial Atherosclerotic Lesions: A Whole-Brain Vessel Wall Imaging Study in Patients With Acute Ischemic Stroke. [PDF]
, 2018 BackgroundIntracranial atherosclerotic disease tends to affect multiple arterial segments. Using whole-brain vessel wall imaging, we sought to study the differences in plaque features among various types of plaques in patients with a recent unilateral ...
Bi, Xiaoming +12 more
core
PathoTune: Adapting Visual Foundation Model to Pathological Specialists [PDF]
arXivAs natural image understanding moves towards the pretrain-finetune era, research in pathology imaging is concurrently evolving. Despite the predominant focus on pretraining pathological foundation models, how to adapt foundation models to downstream tasks is little explored.
arxiv
Knowledge-enhanced Visual-Language Pretraining for Computational Pathology [PDF]
arXivIn this paper, we consider the problem of visual representation learning for computational pathology, by exploiting large-scale image-text pairs gathered from public resources, along with the domain-specific knowledge in pathology. Specifically, we make the following contributions: (i) We curate a pathology knowledge tree that consists of 50,470 ...
arxiv
Optical Coherence Tomographic Findings in Highly Myopic Eyes [PDF]
, 2010 Optical coherence tomography (OCT) has enhanced our understanding of changes in different ocular layers when axial myopia progresses and the globe is stretched.
Faghihi, Hooshang +2 more
core +2 more sources
GPC: Generative and General Pathology Image Classifier [PDF]
arXivDeep learning has been increasingly incorporated into various computational pathology applications to improve its efficiency, accuracy, and robustness. Although successful, most previous approaches for image classification have crucial drawbacks. There exist numerous tasks in pathology, but one needs to build a model per task, i.e., a task-specific ...
arxiv