|
| | | | |
| | | |
| Stat |
Members: 3645
Articles: 2'504'585
Articles rated: 2609
24 April 2024 |
|
| | | | |
|
Article overview
| |
|
|
CORAL8: Concurrent Object Regression for Area Localization in Medical Image Panels | | Sam Maksoud
; Arnold Wiliem
; Kun Zhao
; Teng Zhang
; Lin Wu
; Brian C. Lovell
; | | Date: |
24 Jun 2019 | | Abstract: | This work tackles the problem of generating a medical report for multi-image
panels. We apply our solution to the Renal Direct Immunofluorescence (RDIF)
assay which requires a pathologist to generate a report based on observations
across the eight different WSI in concert with existing clinical features. To
this end, we propose a novel attention-based multi-modal generative recurrent
neural network (RNN) architecture capable of dynamically sampling image data
concurrently across the RDIF panel. The proposed methodology incorporates text
from the clinical notes of the requesting physician to regulate the output of
the network to align with the overall clinical context. In addition, we found
the importance of regularizing the attention weights for word generation
processes. This is because the system can ignore the attention mechanism by
assigning equal weights for all members. Thus, we propose two regularizations
which force the system to utilize the attention mechanism. Experiments on our
novel collection of RDIF WSIs provided by a large clinical laboratory
demonstrate that our framework offers significant improvements over existing
methods. | | Source: | arXiv, 1906.9676 | | Services: | Forum | Review | PDF | Favorites | |
|
|
No review found.
Did you like this article?
Note: answers to reviews or questions about the article must be posted in the forum section.
Authors are not allowed to review their own article. They can use the forum section.
browser Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
|
| |
|
|
|
|
News, job offers and information for researchers and scientists:
| |
REGISTER