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Prateek Prasanna

Explore the profile of Prateek Prasanna including associated specialties, affiliations and a list of published articles. Areas
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Articles 59
Citations 1817
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Recent Articles
11.
Xiao Y, Elmasry M, Bai J, Chen A, Chen Y, Jackson B, et al.
bioRxiv . 2024 Jul; PMID: 38979368
Cancers evolve in a dynamic ecosystem. Thus, characterizing cancer's ecological dynamics is crucial to understanding cancer evolution and can lead to discovering novel biomarkers to predict disease progression. Ductal carcinoma...
12.
Yellapragada S, Graikos A, Prasanna P, Kurc T, Saltz J, Samaras D
IEEE Winter Conf Appl Comput Vis . 2024 May; 2024:5170-5179. PMID: 38808304
To achieve high-quality results, diffusion models must be trained on large datasets. This can be notably prohibitive for models in specialized domains, such as computational pathology. Conditioning on labeled data...
13.
Konwer A, Hu X, Bae J, Xu X, Chen C, Prasanna P
Proc IEEE Int Conf Comput Vis . 2024 May; 2023:21358-21368. PMID: 38737337
In medical vision, different imaging modalities provide complementary information. However, in practice, not all modalities may be available during inference or even training. Previous approaches, e.g., knowledge distillation or image...
14.
Zhou L, Liu H, Bae J, He J, Samaras D, Prasanna P
Inf Process Med Imaging . 2024 Apr; 13939:743-754. PMID: 38680428
Although token sparsification has been applied to Vision Transformers (ViT) to accelerate classification, it is still unknown how to perform segmentation from sparse tokens. To this end, we reformulate segmentation...
15.
Payne D, Purohit K, Borrero W, Chung K, Hao M, Mpoy M, et al.
Acad Radiol . 2024 Apr; 31(7):3046-3054. PMID: 38653599
Rationale And Objectives: In our study, we evaluate GPT-4's performance on the American College of Radiology (ACR) 2022 Diagnostic Radiology In-Training Examination (DXIT). We perform multiple experiments across time points...
16.
Levenson R, Singh Y, Rieck B, Hathaway Q, Farrelly C, Rozenblit J, et al.
Lab Invest . 2024 Apr; 104(6):102060. PMID: 38626875
Precision medicine aims to provide personalized care based on individual patient characteristics, rather than guideline-directed therapies for groups of diseases or patient demographics. Images-both radiology- and pathology-derived-are a major source...
17.
Bae J, Mani K, Zabrocka E, Cattell R, OGrady B, Payne D, et al.
Adv Radiat Oncol . 2024 Mar; 9(5):101457. PMID: 38550363
Purpose: Stereotactic radiosurgery/radiation therapy (SRS/SRT) increasingly has been used to treat brain metastases. However, the development of distant brain metastases (DBMs) in the untreated brain remains a serious complication. We...
18.
Payne D, Xu X, Faraji F, John K, Pradas K, Bernard V, et al.
AJNR Am J Neuroradiol . 2024 Feb; PMID: 38360785
Background And Purpose: Cervical spinal cord compression, defined as spinal cord deformity and severe narrowing of the spinal canal in the cervical region, can lead to severe clinical consequences, including...
19.
Kapse S, Das S, Zhang J, Gupta R, Saltz J, Samaras D, et al.
Med Image Anal . 2024 Jan; 93:103070. PMID: 38176354
We propose DiRL, a Diversity-inducing Representation Learning technique for histopathology imaging. Self-supervised learning (SSL) techniques, such as contrastive and non-contrastive approaches, have been shown to learn rich and effective representations...
20.
Saboo Y, Kapse S, Prasanna P
Cureus . 2023 Sep; 15(8):e44130. PMID: 37753018
Background:  Pneumonia is an infectious disease that is especially harmful to those with weak immune systems, such as children under the age of 5. While radiologists' diagnosis of pediatric pneumonia...