We must maintain our momentum <\/span>in order to<\/span> attain <\/span>all of<\/span> our goals<\/span><\/h3>\n<\/span><\/p>\n<\/blockquote>\n<\/h2>\n\n\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t
\n\t\t\t<\/div>\n\t\t<\/div> \n\t\t\n\t\t\tHi again! I want to share some of the provisional results we have for grading of non-muscle invasive bladder cancer and a little motivation for when research starts to roll out.<\/span><\/span>\u00a0<\/span>\n\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n <\/p>\n
Currently, we are still preparing the final bladder dataset with annotations, so weakly supervised learning methods have been developed without annotations to overcome the lack of a thoroughly annotated dataset in the meanwhile. Recently, I have been working on a grading algorithm for non-muscle invasive bladder cancer, developing the concept of nesting for weakly supervised learning methods and combining it with attention mechanisms for interpretability, motivated by the application of finding a specific diagnostic region in a sizable whole slide image. A novel machine learning architecture for weakly supervised learning methods was implemented and tested on classical and histological image datasets, and currently, a manuscript is under review. We are hopeful that the proposed architecture would be helpful in future applications related to WSI, and we could obtain future publications out of it.<\/span>\u00a0<\/span><\/p>\n\u00a0<\/span>\u00a0<\/span><\/p>\nWe must maintain our momentum in order to attain all of our goals. I cannot stress enough the importance of developing research when you come up with a brilliant idea. If you have it, don’t let it go!<\/span>\u00a0<\/span><\/p>\n
<\/h2>\n\n\t\t\n\t\t\t\n\t\t\t\t\n\t\t\t\n\t\t\t<\/div>\n\t\t<\/div> \n\t\t\n\t\t\tHi again! I want to share some of the provisional results we have for grading of non-muscle invasive bladder cancer and a little motivation for when research starts to roll out.<\/span><\/span>\u00a0<\/span>\n\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n <\/p>\n
Currently, we are still preparing the final bladder dataset with annotations, so weakly supervised learning methods have been developed without annotations to overcome the lack of a thoroughly annotated dataset in the meanwhile. Recently, I have been working on a grading algorithm for non-muscle invasive bladder cancer, developing the concept of nesting for weakly supervised learning methods and combining it with attention mechanisms for interpretability, motivated by the application of finding a specific diagnostic region in a sizable whole slide image. A novel machine learning architecture for weakly supervised learning methods was implemented and tested on classical and histological image datasets, and currently, a manuscript is under review. We are hopeful that the proposed architecture would be helpful in future applications related to WSI, and we could obtain future publications out of it.<\/span>\u00a0<\/span><\/p>\n\u00a0<\/span>\u00a0<\/span><\/p>\nWe must maintain our momentum in order to attain all of our goals. I cannot stress enough the importance of developing research when you come up with a brilliant idea. If you have it, don’t let it go!<\/span>\u00a0<\/span><\/p>\n
\n\t\t\t<\/p>\n
Currently, we are still preparing the final bladder dataset with annotations, so weakly supervised learning methods have been developed without annotations to overcome the lack of a thoroughly annotated dataset in the meanwhile. Recently, I have been working on a grading algorithm for non-muscle invasive bladder cancer, developing the concept of nesting for weakly supervised learning methods and combining it with attention mechanisms for interpretability, motivated by the application of finding a specific diagnostic region in a sizable whole slide image. A novel machine learning architecture for weakly supervised learning methods was implemented and tested on classical and histological image datasets, and currently, a manuscript is under review. We are hopeful that the proposed architecture would be helpful in future applications related to WSI, and we could obtain future publications out of it.<\/span>\u00a0<\/span><\/p>\n \u00a0<\/span>\u00a0<\/span><\/p>\n We must maintain our momentum in order to attain all of our goals. I cannot stress enough the importance of developing research when you come up with a brilliant idea. If you have it, don’t let it go!<\/span>\u00a0<\/span><\/p>\n
![\"\"](\"https:\/\/cvblab.webs.upv.es\/clarify-project.eu\/wp-content\/uploads\/2022\/02\/wsi_ins_att-scaled.jpeg\")
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